In [1]:
import gluonts
import mxnet
print(gluonts.__version__)
print(mxnet.__version__)
0.4.2 1.4.1
In [6]:
# standard imports
import numpy as np
import pandas as pd
# Vis
%matplotlib inline
import matplotlib.pyplot as plt
from pprint import pprint
# mxnet
import mxnet as mx
# gluonts
from gluonts.dataset.util import to_pandas
# imports from utility function
import utils_gluonts10 as utils
from utils_gluonts10 import get_dataset, dataset_recipes
In [3]:
print(f"Available datasets: {list(dataset_recipes.keys())}")
Available datasets: ['m4_daily', 'm4_daily_domain', 'm4_hourly', 'm4_monthly', 'm4_monthly_atm', 'm4_monthly_dates', 'm4_monthly_demographic', 'm4_monthly_domain', 'm4_monthly_finance', 'm4_monthly_industry', 'm4_monthly_macro', 'm4_monthly_micro', 'm4_monthly_other', 'm4_quarterly', 'm4_quarterly_atm', 'm4_quarterly_dates', 'm4_quarterly_demographic', 'm4_quarterly_domain', 'm4_quarterly_finance', 'm4_quarterly_industry', 'm4_quarterly_macro', 'm4_quarterly_micro', 'm4_quarterly_other', 'm4_weekly', 'm4_weekly_domain', 'my_weekly_tm', 'm4_yearly', 'm4_yearly_demographic', 'm4_yearly_domain', 'm4_yearly_finance', 'm4_yearly_industry', 'm4_yearly_macro', 'm4_yearly_micro', 'm4_yearly_other']
In [4]:
dataname = "m4_monthly_domain"
dataset = utils.get_dataset(dataname, regenerate=False)
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
In [4]:
dataname = "m4_daily_domain"
dataset = utils.get_dataset(dataname, regenerate=False)
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
In [5]:
# get the first time series in the training set
train_entry = next(iter(dataset.train))
test_entry = next(iter(dataset.test))
# check keys
print(train_entry.keys())
print(test_entry.keys())
dict_keys(['start', 'target', 'feat_static_cat', 'source']) dict_keys(['start', 'target', 'feat_static_cat', 'source'])
In [6]:
train_entry
Out[6]:
{'start': Timestamp('1750-01-31 00:00:00', freq='M'),
'target': array([ 8000., 8350., 8570., 7700., 7080., 6520., 6070., 6650.,
6830., 5710., 5260., 5470., 7870., 7360., 8470., 7880.,
6750., 6860., 6220., 6650., 5450., 5280., 4970., 5550.,
7750., 7760., 7190., 7440., 6590., 6210., 6010., 6390.,
5780., 5700., 4680., 4970., 6850., 6740., 7490., 6250.,
6900., 5870., 5610., 6310., 6110., 6090., 5810., 6060.,
6950., 7820., 8270., 7840., 7850., 6710., 6220., 7430.,
6560., 7080., 6680., 6900., 8680., 8450., 8670., 8470.,
7910., 8140., 7310., 7860., 7730., 7330., 7430., 7150.,
8720., 8340., 8840., 8780., 8250., 8180., 7570., 9280.,
9220., 9140., 8950., 8540., 9360., 9750., 9270., 8690.,
8200., 7610., 7160., 8280., 7370., 7130., 6840., 7260.,
7430., 7950., 7790., 8090., 7480., 6700., 6650., 6960.,
6410., 6310., 5930., 5980., 6730., 7410., 7200., 6960.,
6780., 5720., 6040., 5990., 6210., 6460., 5490., 5790.,
6350., 6230., 5940., 6400., 6610., 5840., 5350., 6160.,
6260., 5760., 5450., 5350., 6230., 6520., 7230., 6500.,
6230., 5960., 4970., 5350., 4840., 4710., 4670., 4670.,
5190., 5800., 6120., 5140., 4670., 4190., 4430., 4840.,
4660., 4350., 4390., 4790., 5510., 5760., 5780., 5470.,
5020., 4770., 4330., 4330., 4270., 3820., 3550., 4390.,
5760., 6030., 6140., 5830., 5420., 5160., 4620., 5420.,
5600., 5920., 5190., 5640., 5700., 6110., 7290., 7260.,
7040., 6100., 6110., 7090., 7070., 6150., 5630., 6210.,
7250., 7480., 7580., 7610., 5970., 7100., 6100., 7040.,
7060., 6270., 5670., 5600., 7190., 7590., 7310., 5950.,
6220., 5680., 5450., 7160., 6110., 6940., 5660., 5770.,
8050., 7450., 8190., 6590., 5920., 4620., 5320., 6060.,
5300., 5020., 5010., 4640., 6980., 6090., 7000., 5370.,
5230., 5140., 4570., 5360., 5300., 4640., 4740., 5250.,
6350., 6860., 6360., 5660., 5270., 4910., 5160., 5620.,
5180., 4680., 3860., 3890., 6340., 6210., 6100., 4980.,
4260., 3910., 3550., 4680., 4120., 4740., 3100., 3810.,
4710., 5700., 5040., 4490., 3930., 3500., 3320., 4400.,
4190., 3670., 3780., 4330., 5430., 5610., 5020., 4090.,
3680., 3290., 3360., 4300., 4090., 3110., 2690., 3700.,
6030., 5450., 5830., 4080., 3910., 3840., 3650., 4630.,
2980., 3550., 3690., 3610., 5250., 5480., 5400., 4380.,
4290., 4200., 4190., 4860., 5080., 4770., 4470., 4840.,
5610., 6450., 5960., 5300., 4990., 4680., 4460., 5710.,
4830., 5260., 4400., 4780., 7040., 7490., 7450., 5560.,
5000., 5420., 5160., 5110., 4900., 5300., 4330., 4680.,
5800., 7410., 6760., 5680., 5610., 5140., 4990., 5550.,
4720., 4680., 4780., 4530., 6810., 6830., 6640., 5680.,
5020., 4940., 3930., 4570., 4720., 4610., 4140., 4290.,
5780., 6590., 5950., 3960., 4240., 4000., 3950., 4760.,
4050., 4190., 4080., 4280., 5720., 7040., 6950., 5250.,
4920., 4820., 4510., 4710., 3720., 4250., 3730., 4610.,
6540., 7700., 7210., 5730., 5520., 5270., 5110., 6520.,
5630., 5980., 5750., 7020., 9910., 11290., 11180., 9280.,
7850., 7480., 7970., 9480., 8800., 8810., 7690., 7710.,
9660., 11870., 12920., 10890., 9500., 9490., 9500., 10880.,
9270., 8880., 7780., 8360., 12320., 13490., 12710., 10130.,
9240., 9640., 8920., 8900., 8480., 7870., 7860., 8990.,
10790., 11820., 10590., 9430., 9070., 8250., 8740., 9120.,
8280., 7860., 7150., 8110., 10860., 10730., 9610., 8270.,
9200., 6660., 6270., 7250., 6830., 6810., 5810., 6220.,
7450., 9370., 7980., 6050., 5640., 6220., 5740., 6040.,
5130., 5090., 5210., 4910., 6890.], dtype=float32),
'feat_static_cat': array([1, 4], dtype=int32),
'source': SourceContext(source=Span(path=PosixPath('/home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain/train/m4_monthly_domain_train.json'), line=1), row=1)}
In [7]:
dataset.metadata.feat_static_cat
Out[7]:
[CategoricalFeatureInfo(name='series_id', cardinality='48000'), CategoricalFeatureInfo(name='domain', cardinality='6')]
In [8]:
[feat_static_cat.cardinality for feat_static_cat in dataset.metadata.feat_static_cat]
Out[8]:
['48000', '6']
Plot Series¶
In [9]:
test_series = to_pandas(test_entry)
train_series = to_pandas(train_entry)
fig, ax = plt.subplots(2, 1, sharex=True, sharey=True, figsize=(10, 7))
train_series.plot(ax=ax[0])
ax[0].grid(which="both")
ax[0].legend(["train series"], loc="upper left")
test_series.plot(ax=ax[1])
ax[1].axvline(train_series.index[-1], color='r') # end of train dataset
ax[1].grid(which="both")
ax[1].legend(["test series", "end of train series"], loc="upper left")
plt.show()
DeepAR - with 2 static features¶
In [7]:
# gluonts
from gluonts.trainer import Trainer
from gluonts.evaluation.backtest import make_evaluation_predictions
from gluonts.evaluation import Evaluator
# DeepAREstimator
from gluonts.model.deepar import DeepAREstimator
In [8]:
######################
### deepar wrapper ###
def deepar(data="m4_quarterly", seed=42, epochs=100, batches=50):
dataset = get_dataset(data, regenerate=False)
mx.random.seed(seed)
np.random.seed(seed)
trainer = Trainer(
ctx=mx.cpu(0),
epochs=epochs,
num_batches_per_epoch=batches,
learning_rate=1e-3,
)
estimator = DeepAREstimator(
trainer=trainer,
cardinality= [
feat_static_cat.cardinality
for feat_static_cat in dataset.metadata.feat_static_cat
],
context_length=dataset.metadata.prediction_length,
prediction_length=dataset.metadata.prediction_length,
freq=dataset.metadata.freq,
use_feat_static_cat=True
)
# predictor = estimator.train(training_data=dataset.train,
# validation_data=dataset.test)
predictor = estimator.train(training_data=dataset.train)
forecast_it, ts_it = make_evaluation_predictions(
dataset.test, predictor=predictor, num_samples=100
)
agg_metrics, item_metrics = Evaluator()(
ts_it, forecast_it, num_series=len(dataset.test)
)
metrics = ["MASE", "sMAPE", "MSIS", "wQuantileLoss[0.5]", "wQuantileLoss[0.9]"]
output = {key: round(value, 8) for key, value in agg_metrics.items() if key in metrics}
output["seed"] = seed
output["epochs"] = epochs
output["num_batches"] = batches
df = pd.DataFrame([output])
return df
In [55]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_weekly_domain", seed=i, epochs=100, batches=100)
pprint(df)
results = results.append(df)
results
Seed: 42
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091 100%|██████████| 100/100 [00:14<00:00, 7.03it/s, avg_epoch_loss=7.25] INFO:root:Epoch[0] Elapsed time 14.273 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.249107 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.75it/s, avg_epoch_loss=6.84] INFO:root:Epoch[1] Elapsed time 12.919 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.842752 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.80it/s, avg_epoch_loss=6.72] INFO:root:Epoch[2] Elapsed time 12.833 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.715181 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.16it/s, avg_epoch_loss=6.52] INFO:root:Epoch[3] Elapsed time 13.982 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.516899 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.49it/s, avg_epoch_loss=6.38] INFO:root:Epoch[4] Elapsed time 15.422 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.379332 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.36it/s, avg_epoch_loss=6.36] INFO:root:Epoch[5] Elapsed time 15.740 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.363495 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.76it/s, avg_epoch_loss=6.34] INFO:root:Epoch[6] Elapsed time 14.798 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.340666 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.31it/s, avg_epoch_loss=6.36] INFO:root:Epoch[7] Elapsed time 18.853 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.358728 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 7.09it/s, avg_epoch_loss=6.21] INFO:root:Epoch[8] Elapsed time 14.119 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.207453 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.85it/s, avg_epoch_loss=6.18] INFO:root:Epoch[9] Elapsed time 14.604 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.178603 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.76it/s, avg_epoch_loss=6.22] INFO:root:Epoch[10] Elapsed time 14.796 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.224422 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.88it/s, avg_epoch_loss=6.2] INFO:root:Epoch[11] Elapsed time 14.540 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.203879 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.99it/s, avg_epoch_loss=6.16] INFO:root:Epoch[12] Elapsed time 12.521 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.160480 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.22it/s, avg_epoch_loss=6.19] INFO:root:Epoch[13] Elapsed time 13.852 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.187716 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.79it/s, avg_epoch_loss=6.09] INFO:root:Epoch[14] Elapsed time 14.746 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.087890 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.60it/s, avg_epoch_loss=6.02] INFO:root:Epoch[15] Elapsed time 17.873 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.024035 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.10it/s, avg_epoch_loss=6.05] INFO:root:Epoch[16] Elapsed time 16.393 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.048660 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:20<00:00, 4.88it/s, avg_epoch_loss=6] INFO:root:Epoch[17] Elapsed time 20.501 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.997859 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:24<00:00, 4.15it/s, avg_epoch_loss=6.02] INFO:root:Epoch[18] Elapsed time 24.094 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.019595 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 5.98it/s, avg_epoch_loss=6.02] INFO:root:Epoch[19] Elapsed time 16.717 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.023633 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.64it/s, avg_epoch_loss=6] INFO:root:Epoch[20] Elapsed time 15.064 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.995341 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.70it/s, avg_epoch_loss=5.95] INFO:root:Epoch[21] Elapsed time 17.553 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.954634 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.47it/s, avg_epoch_loss=5.93] INFO:root:Epoch[22] Elapsed time 18.277 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.928238 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.87it/s, avg_epoch_loss=5.96] INFO:root:Epoch[23] Elapsed time 14.564 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.957992 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.34it/s, avg_epoch_loss=5.91] INFO:root:Epoch[24] Elapsed time 13.628 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.905843 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.64it/s, avg_epoch_loss=5.9] INFO:root:Epoch[25] Elapsed time 17.733 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.904282 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.67it/s, avg_epoch_loss=5.95] INFO:root:Epoch[26] Elapsed time 14.995 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.951813 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.42it/s, avg_epoch_loss=5.81] INFO:root:Epoch[27] Elapsed time 11.885 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.812270 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.18it/s, avg_epoch_loss=5.87] INFO:root:Epoch[28] Elapsed time 13.934 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.871656 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.35it/s, avg_epoch_loss=5.98] INFO:root:Epoch[29] Elapsed time 18.691 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.980083 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.25it/s, avg_epoch_loss=5.91] INFO:root:Epoch[30] Elapsed time 13.806 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.912898 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.53it/s, avg_epoch_loss=5.89] INFO:root:Epoch[31] Elapsed time 13.291 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.886904 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.55it/s, avg_epoch_loss=5.86] INFO:root:Epoch[32] Elapsed time 13.246 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.861639 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.23it/s, avg_epoch_loss=5.85] INFO:root:Epoch[33] Elapsed time 16.055 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.854319 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.36it/s, avg_epoch_loss=5.87] INFO:root:Epoch[34] Elapsed time 15.739 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.868869 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.41it/s, avg_epoch_loss=5.88] INFO:root:Epoch[35] Elapsed time 15.612 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.881603 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.78it/s, avg_epoch_loss=5.77] INFO:root:Epoch[36] Elapsed time 14.751 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.766687 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 5.99it/s, avg_epoch_loss=5.82] INFO:root:Epoch[37] Elapsed time 16.704 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.821243 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.48it/s, avg_epoch_loss=5.9] INFO:root:Epoch[38] Elapsed time 15.433 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.897106 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.29it/s, avg_epoch_loss=5.81] INFO:root:Epoch[39] Elapsed time 13.720 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.811510 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.11it/s, avg_epoch_loss=5.77] INFO:root:Epoch[40] Elapsed time 16.365 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.773948 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.12it/s, avg_epoch_loss=5.83] INFO:root:Epoch[41] Elapsed time 16.345 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.833371 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.73it/s, avg_epoch_loss=5.87] INFO:root:Epoch[42] Elapsed time 14.869 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.867141 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.99it/s, avg_epoch_loss=5.83] INFO:root:Epoch[43] Elapsed time 14.323 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.827996 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.87it/s, avg_epoch_loss=5.82] INFO:root:Epoch[44] Elapsed time 14.561 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.824126 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:19<00:00, 5.11it/s, avg_epoch_loss=5.79] INFO:root:Epoch[45] Elapsed time 19.567 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.786026 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.71it/s, avg_epoch_loss=5.89] INFO:root:Epoch[46] Elapsed time 14.916 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.890260 INFO:root:Loading parameters from best epoch (36) INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:14<00:00, 6.97it/s, avg_epoch_loss=5.81] INFO:root:Epoch[47] Elapsed time 14.359 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.810839 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.16it/s, avg_epoch_loss=5.82] INFO:root:Epoch[48] Elapsed time 13.974 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.820872 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.95it/s, avg_epoch_loss=5.82] INFO:root:Epoch[49] Elapsed time 12.593 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.824766 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:11<00:00, 8.47it/s, avg_epoch_loss=5.83] INFO:root:Epoch[50] Elapsed time 11.819 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.827748 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:11<00:00, 8.45it/s, avg_epoch_loss=5.76] INFO:root:Epoch[51] Elapsed time 11.847 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.764589 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:11<00:00, 8.42it/s, avg_epoch_loss=5.81] INFO:root:Epoch[52] Elapsed time 11.893 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.814014 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:17<00:00, 5.69it/s, avg_epoch_loss=5.77] INFO:root:Epoch[53] Elapsed time 17.582 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.766988 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:22<00:00, 4.49it/s, avg_epoch_loss=5.78] INFO:root:Epoch[54] Elapsed time 22.306 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.775088 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:17<00:00, 5.72it/s, avg_epoch_loss=5.78] INFO:root:Epoch[55] Elapsed time 17.478 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.784022 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:19<00:00, 5.25it/s, avg_epoch_loss=5.73] INFO:root:Epoch[56] Elapsed time 19.053 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.728665 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:18<00:00, 5.54it/s, avg_epoch_loss=5.78] INFO:root:Epoch[57] Elapsed time 18.055 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.775182 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:14<00:00, 7.09it/s, avg_epoch_loss=5.76] INFO:root:Epoch[58] Elapsed time 14.112 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.758327 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.63it/s, avg_epoch_loss=5.79] INFO:root:Epoch[59] Elapsed time 13.111 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.790253 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:14<00:00, 6.78it/s, avg_epoch_loss=5.8] INFO:root:Epoch[60] Elapsed time 14.773 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.804112 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:14<00:00, 6.67it/s, avg_epoch_loss=5.75] INFO:root:Epoch[61] Elapsed time 15.012 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.752842 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.43it/s, avg_epoch_loss=5.73] INFO:root:Epoch[62] Elapsed time 13.467 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.729819 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.52it/s, avg_epoch_loss=5.75] INFO:root:Epoch[63] Elapsed time 13.307 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.753187 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.82it/s, avg_epoch_loss=5.74] INFO:root:Epoch[64] Elapsed time 12.793 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.735506 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.43it/s, avg_epoch_loss=5.75] INFO:root:Epoch[65] Elapsed time 13.469 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.747408 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.77it/s, avg_epoch_loss=5.77] INFO:root:Epoch[66] Elapsed time 12.874 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.766294 INFO:root:Loading parameters from best epoch (56) INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.32it/s, avg_epoch_loss=5.75] INFO:root:Epoch[67] Elapsed time 13.661 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.749685 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:15<00:00, 6.60it/s, avg_epoch_loss=5.71] INFO:root:Epoch[68] Elapsed time 15.152 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.714345 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:15<00:00, 6.45it/s, avg_epoch_loss=5.73] INFO:root:Epoch[69] Elapsed time 15.507 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.730658 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:21<00:00, 4.62it/s, avg_epoch_loss=5.71] INFO:root:Epoch[70] Elapsed time 21.656 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.706137 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.46it/s, avg_epoch_loss=5.76] INFO:root:Epoch[71] Elapsed time 13.403 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.760926 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.56it/s, avg_epoch_loss=5.69] INFO:root:Epoch[72] Elapsed time 13.239 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.694953 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.40it/s, avg_epoch_loss=5.74] INFO:root:Epoch[73] Elapsed time 13.523 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.739723 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.62it/s, avg_epoch_loss=5.73] INFO:root:Epoch[74] Elapsed time 13.131 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.727140 INFO:root:Epoch[75] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.80it/s, avg_epoch_loss=5.7] INFO:root:Epoch[75] Elapsed time 12.839 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.697670 INFO:root:Epoch[76] Learning rate is 0.00025 100%|██████████| 100/100 [00:14<00:00, 7.01it/s, avg_epoch_loss=5.71] INFO:root:Epoch[76] Elapsed time 14.274 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.707641 INFO:root:Epoch[77] Learning rate is 0.00025 100%|██████████| 100/100 [00:19<00:00, 5.15it/s, avg_epoch_loss=5.73] INFO:root:Epoch[77] Elapsed time 19.439 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.728127 INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:15<00:00, 6.31it/s, avg_epoch_loss=5.73] INFO:root:Epoch[78] Elapsed time 15.877 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.731625 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.36it/s, avg_epoch_loss=5.76] INFO:root:Epoch[79] Elapsed time 13.600 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.755537 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.62it/s, avg_epoch_loss=5.69] INFO:root:Epoch[80] Elapsed time 13.133 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.691874 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.43it/s, avg_epoch_loss=5.73] INFO:root:Epoch[81] Elapsed time 13.474 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.729466 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.89it/s, avg_epoch_loss=5.71] INFO:root:Epoch[82] Elapsed time 12.689 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.708806 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.63it/s, avg_epoch_loss=5.71] INFO:root:Epoch[83] Elapsed time 13.116 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.713327 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:14<00:00, 7.13it/s, avg_epoch_loss=5.76] INFO:root:Epoch[84] Elapsed time 14.036 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.756737 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:16<00:00, 6.04it/s, avg_epoch_loss=5.77] INFO:root:Epoch[85] Elapsed time 16.561 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.769424 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:17<00:00, 5.61it/s, avg_epoch_loss=5.69] INFO:root:Epoch[86] Elapsed time 17.841 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.687185 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.47it/s, avg_epoch_loss=5.77] INFO:root:Epoch[87] Elapsed time 13.398 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.766217 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.48it/s, avg_epoch_loss=5.74] INFO:root:Epoch[88] Elapsed time 13.372 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.738657 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.78it/s, avg_epoch_loss=5.69] INFO:root:Epoch[89] Elapsed time 12.863 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.693042 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.49it/s, avg_epoch_loss=5.74] INFO:root:Epoch[90] Elapsed time 13.389 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.744011 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.82it/s, avg_epoch_loss=5.74] INFO:root:Epoch[91] Elapsed time 12.789 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.742814 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.64it/s, avg_epoch_loss=5.75] INFO:root:Epoch[92] Elapsed time 13.098 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.748058 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:15<00:00, 6.50it/s, avg_epoch_loss=5.72] INFO:root:Epoch[93] Elapsed time 15.395 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.721547 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:17<00:00, 5.56it/s, avg_epoch_loss=5.71] INFO:root:Epoch[94] Elapsed time 17.984 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.706495 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:14<00:00, 6.81it/s, avg_epoch_loss=5.72] INFO:root:Epoch[95] Elapsed time 14.683 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.719142 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.19it/s, avg_epoch_loss=5.79] INFO:root:Epoch[96] Elapsed time 13.914 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.786443 INFO:root:Loading parameters from best epoch (86) INFO:root:Epoch[97] Learning rate is 0.000125 100%|██████████| 100/100 [00:14<00:00, 6.95it/s, avg_epoch_loss=5.73] INFO:root:Epoch[97] Elapsed time 14.394 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.734999 INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:17<00:00, 5.68it/s, avg_epoch_loss=5.68] INFO:root:Epoch[98] Elapsed time 17.605 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.678575 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:15<00:00, 6.49it/s, avg_epoch_loss=5.78] INFO:root:Epoch[99] Elapsed time 15.410 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.782970 INFO:root:Loading parameters from best epoch (98) INFO:root:Final loss: 5.678575348854065 (occurred at epoch 98) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:59<00:00, 6.04it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 2.647697 0.086228 23.8142 0.063018 0.026098 42 epochs num_batches 0 100 100 Seed: 43
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091 100%|██████████| 100/100 [00:17<00:00, 5.85it/s, avg_epoch_loss=7.35] INFO:root:Epoch[0] Elapsed time 17.111 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.347654 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.74it/s, avg_epoch_loss=6.73] INFO:root:Epoch[1] Elapsed time 14.844 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.731935 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.43it/s, avg_epoch_loss=6.62] INFO:root:Epoch[2] Elapsed time 15.560 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.617084 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.02it/s, avg_epoch_loss=6.46] INFO:root:Epoch[3] Elapsed time 12.471 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.461895 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.15it/s, avg_epoch_loss=6.38] INFO:root:Epoch[4] Elapsed time 12.284 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.380369 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.88it/s, avg_epoch_loss=6.3] INFO:root:Epoch[5] Elapsed time 12.697 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.295830 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.98it/s, avg_epoch_loss=6.28] INFO:root:Epoch[6] Elapsed time 14.336 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.280856 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.67it/s, avg_epoch_loss=6.23] INFO:root:Epoch[7] Elapsed time 15.005 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.231450 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.05it/s, avg_epoch_loss=6.14] INFO:root:Epoch[8] Elapsed time 12.430 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.144503 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.04it/s, avg_epoch_loss=6.14] INFO:root:Epoch[9] Elapsed time 12.450 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.141036 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.99it/s, avg_epoch_loss=6.07] INFO:root:Epoch[10] Elapsed time 12.522 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.073321 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.71it/s, avg_epoch_loss=6.06] INFO:root:Epoch[11] Elapsed time 12.975 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.061243 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.24it/s, avg_epoch_loss=6.07] INFO:root:Epoch[12] Elapsed time 13.812 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.067653 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.17it/s, avg_epoch_loss=6.06] INFO:root:Epoch[13] Elapsed time 12.245 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.061106 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.98it/s, avg_epoch_loss=6.03] INFO:root:Epoch[14] Elapsed time 11.137 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.026192 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.76it/s, avg_epoch_loss=6.03] INFO:root:Epoch[15] Elapsed time 14.800 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.032031 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.63it/s, avg_epoch_loss=5.99] INFO:root:Epoch[16] Elapsed time 13.116 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.988484 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.18it/s, avg_epoch_loss=5.97] INFO:root:Epoch[17] Elapsed time 12.232 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.974599 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.00it/s, avg_epoch_loss=5.9] INFO:root:Epoch[18] Elapsed time 12.513 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.896357 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.67it/s, avg_epoch_loss=5.97] INFO:root:Epoch[19] Elapsed time 17.648 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.965498 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.82it/s, avg_epoch_loss=5.94] INFO:root:Epoch[20] Elapsed time 14.674 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.944594 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.80it/s, avg_epoch_loss=5.95] INFO:root:Epoch[21] Elapsed time 14.726 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.945270 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.76it/s, avg_epoch_loss=5.97] INFO:root:Epoch[22] Elapsed time 14.810 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.974634 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 7.02it/s, avg_epoch_loss=5.91] INFO:root:Epoch[23] Elapsed time 14.252 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.912497 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.08it/s, avg_epoch_loss=5.86] INFO:root:Epoch[24] Elapsed time 16.451 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.861794 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.93it/s, avg_epoch_loss=5.93] INFO:root:Epoch[25] Elapsed time 14.951 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.934807 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.17it/s, avg_epoch_loss=5.91] INFO:root:Epoch[26] Elapsed time 13.963 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.907513 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.82it/s, avg_epoch_loss=5.87] INFO:root:Epoch[27] Elapsed time 14.668 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.867957 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.43it/s, avg_epoch_loss=5.92] INFO:root:Epoch[28] Elapsed time 13.472 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.921533 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.36it/s, avg_epoch_loss=5.91] INFO:root:Epoch[29] Elapsed time 15.719 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.909861 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.50it/s, avg_epoch_loss=5.86] INFO:root:Epoch[30] Elapsed time 13.342 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.858530 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.34it/s, avg_epoch_loss=5.82] INFO:root:Epoch[31] Elapsed time 13.628 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.819133 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.73it/s, avg_epoch_loss=5.87] INFO:root:Epoch[32] Elapsed time 21.137 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.867720 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.58it/s, avg_epoch_loss=5.87] INFO:root:Epoch[33] Elapsed time 21.824 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.872120 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.54it/s, avg_epoch_loss=5.79] INFO:root:Epoch[34] Elapsed time 18.049 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.794938 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.62it/s, avg_epoch_loss=5.8] INFO:root:Epoch[35] Elapsed time 17.788 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.795489 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.64it/s, avg_epoch_loss=5.83] INFO:root:Epoch[36] Elapsed time 17.750 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.825810 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 7.14it/s, avg_epoch_loss=5.8] INFO:root:Epoch[37] Elapsed time 14.019 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.795839 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.46it/s, avg_epoch_loss=5.82] INFO:root:Epoch[38] Elapsed time 19.174 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.824901 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.68it/s, avg_epoch_loss=5.83] INFO:root:Epoch[39] Elapsed time 21.372 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.828118 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.30it/s, avg_epoch_loss=5.79] INFO:root:Epoch[40] Elapsed time 18.873 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.793387 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.13it/s, avg_epoch_loss=5.8] INFO:root:Epoch[41] Elapsed time 16.316 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.801084 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:19<00:00, 5.13it/s, avg_epoch_loss=5.82] INFO:root:Epoch[42] Elapsed time 19.487 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.820402 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.29it/s, avg_epoch_loss=5.76] INFO:root:Epoch[43] Elapsed time 15.905 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.760566 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.41it/s, avg_epoch_loss=5.84] INFO:root:Epoch[44] Elapsed time 11.899 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.844548 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.02it/s, avg_epoch_loss=5.8] INFO:root:Epoch[45] Elapsed time 16.615 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.797441 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.39it/s, avg_epoch_loss=5.79] INFO:root:Epoch[46] Elapsed time 18.574 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.787135 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.05it/s, avg_epoch_loss=5.79] INFO:root:Epoch[47] Elapsed time 12.435 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.789745 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.52it/s, avg_epoch_loss=5.78] INFO:root:Epoch[48] Elapsed time 13.306 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.775393 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.35it/s, avg_epoch_loss=5.8] INFO:root:Epoch[49] Elapsed time 18.698 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.804232 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.71it/s, avg_epoch_loss=5.81] INFO:root:Epoch[50] Elapsed time 17.539 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.806019 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.55it/s, avg_epoch_loss=5.78] INFO:root:Epoch[51] Elapsed time 18.022 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.780757 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.32it/s, avg_epoch_loss=5.7] INFO:root:Epoch[52] Elapsed time 23.151 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.704983 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.58it/s, avg_epoch_loss=5.79] INFO:root:Epoch[53] Elapsed time 21.830 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.789298 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:22<00:00, 4.49it/s, avg_epoch_loss=5.73] INFO:root:Epoch[54] Elapsed time 22.294 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.731064 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:19<00:00, 5.11it/s, avg_epoch_loss=5.75] INFO:root:Epoch[55] Elapsed time 19.569 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.746646 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.55it/s, avg_epoch_loss=5.79] INFO:root:Epoch[56] Elapsed time 18.038 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.792968 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.61it/s, avg_epoch_loss=5.72] INFO:root:Epoch[57] Elapsed time 17.848 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.720099 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:28<00:00, 3.46it/s, avg_epoch_loss=5.71] INFO:root:Epoch[58] Elapsed time 28.895 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.712423 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.54it/s, avg_epoch_loss=5.78] INFO:root:Epoch[59] Elapsed time 18.061 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.780863 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.64it/s, avg_epoch_loss=5.76] INFO:root:Epoch[60] Elapsed time 17.728 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.758028 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:20<00:00, 4.92it/s, avg_epoch_loss=5.76] INFO:root:Epoch[61] Elapsed time 20.322 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.764411 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:25<00:00, 3.95it/s, avg_epoch_loss=5.77] INFO:root:Epoch[62] Elapsed time 25.316 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.774160 INFO:root:Loading parameters from best epoch (52) INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:15<00:00, 6.44it/s, avg_epoch_loss=5.73] INFO:root:Epoch[63] Elapsed time 15.527 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.732455 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:23<00:00, 4.17it/s, avg_epoch_loss=5.75] INFO:root:Epoch[64] Elapsed time 23.997 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.750554 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:22<00:00, 4.39it/s, avg_epoch_loss=5.71] INFO:root:Epoch[65] Elapsed time 22.797 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.709510 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:24<00:00, 4.14it/s, avg_epoch_loss=5.7] INFO:root:Epoch[66] Elapsed time 24.146 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.701657 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:23<00:00, 4.27it/s, avg_epoch_loss=5.73] INFO:root:Epoch[67] Elapsed time 23.404 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.728043 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:20<00:00, 4.88it/s, avg_epoch_loss=5.68] INFO:root:Epoch[68] Elapsed time 20.492 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.684217 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:23<00:00, 4.21it/s, avg_epoch_loss=5.73] INFO:root:Epoch[69] Elapsed time 23.748 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.729334 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:17<00:00, 5.79it/s, avg_epoch_loss=5.71] INFO:root:Epoch[70] Elapsed time 17.275 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.714271 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:17<00:00, 5.62it/s, avg_epoch_loss=5.69] INFO:root:Epoch[71] Elapsed time 17.814 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.691805 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.62it/s, avg_epoch_loss=5.74] INFO:root:Epoch[72] Elapsed time 13.137 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.739076 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:14<00:00, 7.09it/s, avg_epoch_loss=5.7] INFO:root:Epoch[73] Elapsed time 14.116 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.702046 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.94it/s, avg_epoch_loss=5.71] INFO:root:Epoch[74] Elapsed time 12.600 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.712714 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:18<00:00, 5.44it/s, avg_epoch_loss=5.69] INFO:root:Epoch[75] Elapsed time 18.394 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.689485 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:16<00:00, 6.21it/s, avg_epoch_loss=5.7] INFO:root:Epoch[76] Elapsed time 16.111 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.703328 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:20<00:00, 4.90it/s, avg_epoch_loss=5.73] INFO:root:Epoch[77] Elapsed time 20.434 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.725810 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:16<00:00, 5.98it/s, avg_epoch_loss=5.7] INFO:root:Epoch[78] Elapsed time 16.736 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.699970 INFO:root:Loading parameters from best epoch (68) INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:14<00:00, 6.67it/s, avg_epoch_loss=5.72] INFO:root:Epoch[79] Elapsed time 15.004 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.719951 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.42it/s, avg_epoch_loss=5.71] INFO:root:Epoch[80] Elapsed time 13.479 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.706804 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.77it/s, avg_epoch_loss=5.69] INFO:root:Epoch[81] Elapsed time 12.878 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.688928 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.14it/s, avg_epoch_loss=5.72] INFO:root:Epoch[82] Elapsed time 12.293 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.720903 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.00it/s, avg_epoch_loss=5.66] INFO:root:Epoch[83] Elapsed time 12.505 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.664457 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.65it/s, avg_epoch_loss=5.73] INFO:root:Epoch[84] Elapsed time 13.080 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.731931 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:16<00:00, 6.21it/s, avg_epoch_loss=5.67] INFO:root:Epoch[85] Elapsed time 16.101 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.672847 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.97it/s, avg_epoch_loss=5.72] INFO:root:Epoch[86] Elapsed time 12.550 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.715206 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.93it/s, avg_epoch_loss=5.72] INFO:root:Epoch[87] Elapsed time 12.618 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.719354 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.08it/s, avg_epoch_loss=5.67] INFO:root:Epoch[88] Elapsed time 12.384 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.669999 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.75it/s, avg_epoch_loss=5.72] INFO:root:Epoch[89] Elapsed time 12.906 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.720796 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.95it/s, avg_epoch_loss=5.67] INFO:root:Epoch[90] Elapsed time 12.587 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.672302 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.11it/s, avg_epoch_loss=5.68] INFO:root:Epoch[91] Elapsed time 12.345 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.680565 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.00it/s, avg_epoch_loss=5.69] INFO:root:Epoch[92] Elapsed time 12.509 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.686967 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.91it/s, avg_epoch_loss=5.74] INFO:root:Epoch[93] Elapsed time 12.643 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.741807 INFO:root:Loading parameters from best epoch (83) INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:15<00:00, 6.26it/s, avg_epoch_loss=5.71] INFO:root:Epoch[94] Elapsed time 15.984 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.708169 INFO:root:Epoch[95] Learning rate is 0.000125 100%|██████████| 100/100 [00:13<00:00, 7.53it/s, avg_epoch_loss=5.71] INFO:root:Epoch[95] Elapsed time 13.284 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.712914 INFO:root:Epoch[96] Learning rate is 0.000125 100%|██████████| 100/100 [00:12<00:00, 7.97it/s, avg_epoch_loss=5.69] INFO:root:Epoch[96] Elapsed time 12.558 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.685020 INFO:root:Epoch[97] Learning rate is 0.000125 100%|██████████| 100/100 [00:12<00:00, 7.96it/s, avg_epoch_loss=5.68] INFO:root:Epoch[97] Elapsed time 12.573 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.684730 INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:14<00:00, 6.77it/s, avg_epoch_loss=5.66] INFO:root:Epoch[98] Elapsed time 14.779 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.662209 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:15<00:00, 6.58it/s, avg_epoch_loss=5.64] INFO:root:Epoch[99] Elapsed time 15.202 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.641445 INFO:root:Loading parameters from best epoch (99) INFO:root:Final loss: 5.641445364952087 (occurred at epoch 99) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:59<00:00, 6.05it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 2.623139 0.078814 25.410871 0.058675 0.027255 seed epochs num_batches 0 43 100 100 Seed: 44
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091 100%|██████████| 100/100 [00:14<00:00, 6.87it/s, avg_epoch_loss=7.28] INFO:root:Epoch[0] Elapsed time 14.564 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.278435 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.60it/s, avg_epoch_loss=6.9] INFO:root:Epoch[1] Elapsed time 13.165 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.902134 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.18it/s, avg_epoch_loss=6.8] INFO:root:Epoch[2] Elapsed time 16.214 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.797005 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.05it/s, avg_epoch_loss=6.51] INFO:root:Epoch[3] Elapsed time 16.537 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.512755 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.39it/s, avg_epoch_loss=6.56] INFO:root:Epoch[4] Elapsed time 13.531 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.555476 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.98it/s, avg_epoch_loss=6.37] INFO:root:Epoch[5] Elapsed time 14.328 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.370087 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.57it/s, avg_epoch_loss=6.38] INFO:root:Epoch[6] Elapsed time 17.965 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.378861 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.54it/s, avg_epoch_loss=6.31] INFO:root:Epoch[7] Elapsed time 15.290 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.311967 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.52it/s, avg_epoch_loss=6.32] INFO:root:Epoch[8] Elapsed time 13.306 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.318077 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.33it/s, avg_epoch_loss=6.26] INFO:root:Epoch[9] Elapsed time 13.658 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.264458 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.73it/s, avg_epoch_loss=6.18] INFO:root:Epoch[10] Elapsed time 14.861 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.175293 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.48it/s, avg_epoch_loss=6.21] INFO:root:Epoch[11] Elapsed time 15.435 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.214164 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.54it/s, avg_epoch_loss=6.2] INFO:root:Epoch[12] Elapsed time 13.274 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.198823 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.45it/s, avg_epoch_loss=6.11] INFO:root:Epoch[13] Elapsed time 13.431 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.114038 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.86it/s, avg_epoch_loss=6.08] INFO:root:Epoch[14] Elapsed time 14.586 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.083621 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.04it/s, avg_epoch_loss=6.1] INFO:root:Epoch[15] Elapsed time 16.564 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.099587 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 7.06it/s, avg_epoch_loss=6.05] INFO:root:Epoch[16] Elapsed time 14.180 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.051911 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.86it/s, avg_epoch_loss=6.07] INFO:root:Epoch[17] Elapsed time 14.574 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.068791 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.63it/s, avg_epoch_loss=6.03] INFO:root:Epoch[18] Elapsed time 15.097 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.032036 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.24it/s, avg_epoch_loss=6.05] INFO:root:Epoch[19] Elapsed time 13.811 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.050772 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 7.03it/s, avg_epoch_loss=5.95] INFO:root:Epoch[20] Elapsed time 14.241 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.949346 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.97it/s, avg_epoch_loss=6.07] INFO:root:Epoch[21] Elapsed time 14.357 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.069761 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.97it/s, avg_epoch_loss=5.97] INFO:root:Epoch[22] Elapsed time 14.347 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.967436 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:19<00:00, 5.25it/s, avg_epoch_loss=6.03] INFO:root:Epoch[23] Elapsed time 19.047 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.034423 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.89it/s, avg_epoch_loss=6.03] INFO:root:Epoch[24] Elapsed time 14.530 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.031520 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.07it/s, avg_epoch_loss=5.98] INFO:root:Epoch[25] Elapsed time 16.483 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.975747 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.54it/s, avg_epoch_loss=5.95] INFO:root:Epoch[26] Elapsed time 13.277 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.948499 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.04it/s, avg_epoch_loss=5.98] INFO:root:Epoch[27] Elapsed time 12.451 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.982403 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.13it/s, avg_epoch_loss=5.95] INFO:root:Epoch[28] Elapsed time 12.310 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.948564 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.22it/s, avg_epoch_loss=5.91] INFO:root:Epoch[29] Elapsed time 12.166 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.905848 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.12it/s, avg_epoch_loss=5.89] INFO:root:Epoch[30] Elapsed time 12.328 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.892720 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.77it/s, avg_epoch_loss=5.87] INFO:root:Epoch[31] Elapsed time 14.781 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.866374 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.28it/s, avg_epoch_loss=5.93] INFO:root:Epoch[32] Elapsed time 13.745 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.932907 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.17it/s, avg_epoch_loss=5.9] INFO:root:Epoch[33] Elapsed time 12.243 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.896114 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.03it/s, avg_epoch_loss=5.82] INFO:root:Epoch[34] Elapsed time 12.453 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.824284 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.90it/s, avg_epoch_loss=5.84] INFO:root:Epoch[35] Elapsed time 12.665 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.836489 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.99it/s, avg_epoch_loss=5.77] INFO:root:Epoch[36] Elapsed time 12.522 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.765837 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.18it/s, avg_epoch_loss=5.86] INFO:root:Epoch[37] Elapsed time 12.231 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.864322 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.29it/s, avg_epoch_loss=5.92] INFO:root:Epoch[38] Elapsed time 12.067 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.922741 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.33it/s, avg_epoch_loss=5.87] INFO:root:Epoch[39] Elapsed time 12.014 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.872650 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.68it/s, avg_epoch_loss=5.93] INFO:root:Epoch[40] Elapsed time 13.031 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.926454 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.69it/s, avg_epoch_loss=5.86] INFO:root:Epoch[41] Elapsed time 14.961 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.856195 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.19it/s, avg_epoch_loss=5.82] INFO:root:Epoch[42] Elapsed time 12.208 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.824968 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.13it/s, avg_epoch_loss=5.85] INFO:root:Epoch[43] Elapsed time 12.310 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.848198 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.99it/s, avg_epoch_loss=5.87] INFO:root:Epoch[44] Elapsed time 12.526 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.868041 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.87it/s, avg_epoch_loss=5.72] INFO:root:Epoch[45] Elapsed time 12.712 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.721685 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.21it/s, avg_epoch_loss=5.83] INFO:root:Epoch[46] Elapsed time 12.186 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.831795 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.89it/s, avg_epoch_loss=5.84] INFO:root:Epoch[47] Elapsed time 12.677 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.839875 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.21it/s, avg_epoch_loss=5.83] INFO:root:Epoch[48] Elapsed time 12.183 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.833498 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.03it/s, avg_epoch_loss=5.84] INFO:root:Epoch[49] Elapsed time 12.466 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.840456 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.24it/s, avg_epoch_loss=5.82] INFO:root:Epoch[50] Elapsed time 16.031 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.820081 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.08it/s, avg_epoch_loss=5.81] INFO:root:Epoch[51] Elapsed time 12.375 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.812981 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.27it/s, avg_epoch_loss=5.83] INFO:root:Epoch[52] Elapsed time 12.098 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.830238 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.27it/s, avg_epoch_loss=5.82] INFO:root:Epoch[53] Elapsed time 12.095 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.820234 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.95it/s, avg_epoch_loss=5.79] INFO:root:Epoch[54] Elapsed time 12.581 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.791481 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.63it/s, avg_epoch_loss=5.77] INFO:root:Epoch[55] Elapsed time 13.107 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.772748 INFO:root:Loading parameters from best epoch (45) INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.85it/s, avg_epoch_loss=5.76] INFO:root:Epoch[56] Elapsed time 12.746 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.760521 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.28it/s, avg_epoch_loss=5.71] INFO:root:Epoch[57] Elapsed time 12.091 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.706175 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.32it/s, avg_epoch_loss=5.78] INFO:root:Epoch[58] Elapsed time 12.020 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.783403 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:14<00:00, 7.11it/s, avg_epoch_loss=5.76] INFO:root:Epoch[59] Elapsed time 14.065 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.756447 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.28it/s, avg_epoch_loss=5.76] INFO:root:Epoch[60] Elapsed time 13.734 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.758918 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.30it/s, avg_epoch_loss=5.77] INFO:root:Epoch[61] Elapsed time 12.062 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.774079 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.09it/s, avg_epoch_loss=5.76] INFO:root:Epoch[62] Elapsed time 12.364 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.760789 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.25it/s, avg_epoch_loss=5.75] INFO:root:Epoch[63] Elapsed time 12.132 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.752767 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.95it/s, avg_epoch_loss=5.79] INFO:root:Epoch[64] Elapsed time 12.584 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.787679 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.24it/s, avg_epoch_loss=5.75] INFO:root:Epoch[65] Elapsed time 12.150 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.754868 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.28it/s, avg_epoch_loss=5.77] INFO:root:Epoch[66] Elapsed time 12.079 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.774235 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.29it/s, avg_epoch_loss=5.77] INFO:root:Epoch[67] Elapsed time 12.074 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.771674 INFO:root:Loading parameters from best epoch (57) INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.91it/s, avg_epoch_loss=5.72] INFO:root:Epoch[68] Elapsed time 12.645 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.724948 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:15<00:00, 6.31it/s, avg_epoch_loss=5.74] INFO:root:Epoch[69] Elapsed time 15.852 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.735011 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.16it/s, avg_epoch_loss=5.74] INFO:root:Epoch[70] Elapsed time 12.261 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.739220 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.31it/s, avg_epoch_loss=5.73] INFO:root:Epoch[71] Elapsed time 12.042 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.727085 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.85it/s, avg_epoch_loss=5.7] INFO:root:Epoch[72] Elapsed time 12.748 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.698361 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.95it/s, avg_epoch_loss=5.81] INFO:root:Epoch[73] Elapsed time 12.583 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.813056 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.31it/s, avg_epoch_loss=5.76] INFO:root:Epoch[74] Elapsed time 12.048 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.758513 INFO:root:Epoch[75] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.32it/s, avg_epoch_loss=5.71] INFO:root:Epoch[75] Elapsed time 12.022 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.714763 INFO:root:Epoch[76] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.31it/s, avg_epoch_loss=5.77] INFO:root:Epoch[76] Elapsed time 12.046 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.771159 INFO:root:Epoch[77] Learning rate is 0.00025 100%|██████████| 100/100 [00:11<00:00, 8.35it/s, avg_epoch_loss=5.75] INFO:root:Epoch[77] Elapsed time 11.976 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.746729 INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.71it/s, avg_epoch_loss=5.72] INFO:root:Epoch[78] Elapsed time 12.979 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.722762 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:14<00:00, 6.87it/s, avg_epoch_loss=5.78] INFO:root:Epoch[79] Elapsed time 14.562 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.777933 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:08<00:00, 11.44it/s, avg_epoch_loss=5.73] INFO:root:Epoch[80] Elapsed time 8.747 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.727681 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:11<00:00, 8.38it/s, avg_epoch_loss=5.75] INFO:root:Epoch[81] Elapsed time 11.934 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.751942 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.29it/s, avg_epoch_loss=5.69] INFO:root:Epoch[82] Elapsed time 12.073 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.689753 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.07it/s, avg_epoch_loss=5.67] INFO:root:Epoch[83] Elapsed time 12.395 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.671504 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:11<00:00, 8.35it/s, avg_epoch_loss=5.72] INFO:root:Epoch[84] Elapsed time 11.990 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.723521 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.97it/s, avg_epoch_loss=5.77] INFO:root:Epoch[85] Elapsed time 12.561 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.771131 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:11<00:00, 8.44it/s, avg_epoch_loss=5.67] INFO:root:Epoch[86] Elapsed time 11.851 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.668879 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.31it/s, avg_epoch_loss=5.72] INFO:root:Epoch[87] Elapsed time 12.040 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.716086 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:14<00:00, 7.02it/s, avg_epoch_loss=5.75] INFO:root:Epoch[88] Elapsed time 14.255 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.754260 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.41it/s, avg_epoch_loss=5.79] INFO:root:Epoch[89] Elapsed time 13.499 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.794677 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.15it/s, avg_epoch_loss=5.7] INFO:root:Epoch[90] Elapsed time 12.271 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.703289 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=5.67] INFO:root:Epoch[91] Elapsed time 12.106 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.670831 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.04it/s, avg_epoch_loss=5.74] INFO:root:Epoch[92] Elapsed time 12.441 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.739083 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.40it/s, avg_epoch_loss=5.74] INFO:root:Epoch[93] Elapsed time 13.519 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.736526 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.76it/s, avg_epoch_loss=5.68] INFO:root:Epoch[94] Elapsed time 12.894 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.683553 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.90it/s, avg_epoch_loss=5.72] INFO:root:Epoch[95] Elapsed time 12.664 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.722380 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.30it/s, avg_epoch_loss=5.68] INFO:root:Epoch[96] Elapsed time 12.060 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.677607 INFO:root:Loading parameters from best epoch (86) INFO:root:Epoch[97] Learning rate is 0.000125 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=5.75] INFO:root:Epoch[97] Elapsed time 12.118 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.745804 INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:15<00:00, 6.38it/s, avg_epoch_loss=5.78] INFO:root:Epoch[98] Elapsed time 15.691 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.777215 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:12<00:00, 8.30it/s, avg_epoch_loss=5.68] INFO:root:Epoch[99] Elapsed time 12.051 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.677144 INFO:root:Loading parameters from best epoch (86) INFO:root:Final loss: 5.668879199028015 (occurred at epoch 86) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:44<00:00, 7.98it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 2.427714 0.080337 21.225715 0.058028 0.027024 seed epochs num_batches 0 44 100 100 Seed: 45
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091 100%|██████████| 100/100 [00:13<00:00, 7.56it/s, avg_epoch_loss=7.61] INFO:root:Epoch[0] Elapsed time 13.237 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.609840 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=6.86] INFO:root:Epoch[1] Elapsed time 12.109 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.858014 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.25it/s, avg_epoch_loss=6.59] INFO:root:Epoch[2] Elapsed time 12.128 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.593339 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.27it/s, avg_epoch_loss=6.5] INFO:root:Epoch[3] Elapsed time 13.769 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.497214 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 7.06it/s, avg_epoch_loss=6.49] INFO:root:Epoch[4] Elapsed time 14.167 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.494452 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.33it/s, avg_epoch_loss=6.35] INFO:root:Epoch[5] Elapsed time 12.017 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.352148 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.32it/s, avg_epoch_loss=6.34] INFO:root:Epoch[6] Elapsed time 12.032 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.343757 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.30it/s, avg_epoch_loss=6.23] INFO:root:Epoch[7] Elapsed time 12.061 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.230764 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.07it/s, avg_epoch_loss=6.31] INFO:root:Epoch[8] Elapsed time 12.391 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.311488 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.40it/s, avg_epoch_loss=6.19] INFO:root:Epoch[9] Elapsed time 11.915 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.187967 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.45it/s, avg_epoch_loss=6.19] INFO:root:Epoch[10] Elapsed time 11.838 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.190051 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.39it/s, avg_epoch_loss=6.08] INFO:root:Epoch[11] Elapsed time 11.924 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.075074 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.28it/s, avg_epoch_loss=6.12] INFO:root:Epoch[12] Elapsed time 12.091 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.116811 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.78it/s, avg_epoch_loss=6.19] INFO:root:Epoch[13] Elapsed time 14.764 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.190010 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.98it/s, avg_epoch_loss=6.08] INFO:root:Epoch[14] Elapsed time 12.546 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.080642 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.99it/s, avg_epoch_loss=6.07] INFO:root:Epoch[15] Elapsed time 12.525 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.065985 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.07it/s, avg_epoch_loss=6.08] INFO:root:Epoch[16] Elapsed time 12.393 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.075886 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.24it/s, avg_epoch_loss=5.98] INFO:root:Epoch[17] Elapsed time 12.150 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.977198 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.02it/s, avg_epoch_loss=5.99] INFO:root:Epoch[18] Elapsed time 12.474 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.989282 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.82it/s, avg_epoch_loss=6.01] INFO:root:Epoch[19] Elapsed time 12.798 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.010051 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.28it/s, avg_epoch_loss=6] INFO:root:Epoch[20] Elapsed time 12.079 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.004713 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.42it/s, avg_epoch_loss=5.97] INFO:root:Epoch[21] Elapsed time 11.889 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.971131 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.89it/s, avg_epoch_loss=5.95] INFO:root:Epoch[22] Elapsed time 12.677 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.945257 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.65it/s, avg_epoch_loss=5.97] INFO:root:Epoch[23] Elapsed time 15.033 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.966070 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.27it/s, avg_epoch_loss=5.95] INFO:root:Epoch[24] Elapsed time 12.097 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.951975 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.21it/s, avg_epoch_loss=5.91] INFO:root:Epoch[25] Elapsed time 12.190 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.906477 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.24it/s, avg_epoch_loss=5.91] INFO:root:Epoch[26] Elapsed time 12.140 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.909969 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.04it/s, avg_epoch_loss=5.85] INFO:root:Epoch[27] Elapsed time 12.442 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.850536 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.31it/s, avg_epoch_loss=5.89] INFO:root:Epoch[28] Elapsed time 12.039 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.893661 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.29it/s, avg_epoch_loss=5.89] INFO:root:Epoch[29] Elapsed time 12.075 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.889433 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.40it/s, avg_epoch_loss=5.88] INFO:root:Epoch[30] Elapsed time 11.906 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.875291 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.32it/s, avg_epoch_loss=5.93] INFO:root:Epoch[31] Elapsed time 12.019 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.930546 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.86it/s, avg_epoch_loss=5.86] INFO:root:Epoch[32] Elapsed time 14.592 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.859821 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.75it/s, avg_epoch_loss=5.88] INFO:root:Epoch[33] Elapsed time 12.914 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.883429 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.37it/s, avg_epoch_loss=5.83] INFO:root:Epoch[34] Elapsed time 11.955 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.827263 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.17it/s, avg_epoch_loss=5.89] INFO:root:Epoch[35] Elapsed time 12.253 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.894907 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.22it/s, avg_epoch_loss=5.83] INFO:root:Epoch[36] Elapsed time 12.172 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.827262 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.68it/s, avg_epoch_loss=5.83] INFO:root:Epoch[37] Elapsed time 17.614 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.828602 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.90it/s, avg_epoch_loss=5.81] INFO:root:Epoch[38] Elapsed time 12.673 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.810117 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=5.81] INFO:root:Epoch[39] Elapsed time 12.115 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.813765 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=5.83] INFO:root:Epoch[40] Elapsed time 12.108 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.825611 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.17it/s, avg_epoch_loss=5.83] INFO:root:Epoch[41] Elapsed time 13.961 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.834883 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 7.10it/s, avg_epoch_loss=5.82] INFO:root:Epoch[42] Elapsed time 14.091 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.824495 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=5.83] INFO:root:Epoch[43] Elapsed time 12.107 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.825909 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.95it/s, avg_epoch_loss=5.78] INFO:root:Epoch[44] Elapsed time 12.587 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.777936 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.36it/s, avg_epoch_loss=5.79] INFO:root:Epoch[45] Elapsed time 11.974 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.791160 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.98it/s, avg_epoch_loss=5.79] INFO:root:Epoch[46] Elapsed time 12.540 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.792652 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.80it/s, avg_epoch_loss=5.82] INFO:root:Epoch[47] Elapsed time 12.826 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.816433 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.42it/s, avg_epoch_loss=5.83] INFO:root:Epoch[48] Elapsed time 11.879 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.825511 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.33it/s, avg_epoch_loss=5.77] INFO:root:Epoch[49] Elapsed time 12.012 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.769838 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.33it/s, avg_epoch_loss=5.77] INFO:root:Epoch[50] Elapsed time 12.013 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.770219 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.21it/s, avg_epoch_loss=5.76] INFO:root:Epoch[51] Elapsed time 16.103 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.755259 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.47it/s, avg_epoch_loss=5.79] INFO:root:Epoch[52] Elapsed time 11.819 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.785146 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.35it/s, avg_epoch_loss=5.77] INFO:root:Epoch[53] Elapsed time 11.989 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.770157 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.25it/s, avg_epoch_loss=5.76] INFO:root:Epoch[54] Elapsed time 12.128 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.758878 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.20it/s, avg_epoch_loss=5.78] INFO:root:Epoch[55] Elapsed time 12.208 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.779719 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.44it/s, avg_epoch_loss=5.82] INFO:root:Epoch[56] Elapsed time 11.860 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.818865 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.46it/s, avg_epoch_loss=5.78] INFO:root:Epoch[57] Elapsed time 11.831 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.782190 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.39it/s, avg_epoch_loss=5.74] INFO:root:Epoch[58] Elapsed time 11.921 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.735485 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.48it/s, avg_epoch_loss=5.78] INFO:root:Epoch[59] Elapsed time 11.805 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.779243 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.73it/s, avg_epoch_loss=5.72] INFO:root:Epoch[60] Elapsed time 12.940 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.715761 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.56it/s, avg_epoch_loss=5.72] INFO:root:Epoch[61] Elapsed time 15.252 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.717579 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.37it/s, avg_epoch_loss=5.75] INFO:root:Epoch[62] Elapsed time 11.951 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.752965 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.29it/s, avg_epoch_loss=5.75] INFO:root:Epoch[63] Elapsed time 12.066 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.748536 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.57it/s, avg_epoch_loss=5.75] INFO:root:Epoch[64] Elapsed time 13.215 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.749073 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.17it/s, avg_epoch_loss=5.68] INFO:root:Epoch[65] Elapsed time 12.243 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.681038 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.49it/s, avg_epoch_loss=5.78] INFO:root:Epoch[66] Elapsed time 11.786 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.784107 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.41it/s, avg_epoch_loss=5.82] INFO:root:Epoch[67] Elapsed time 11.896 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.817876 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.44it/s, avg_epoch_loss=5.74] INFO:root:Epoch[68] Elapsed time 11.861 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.744913 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.54it/s, avg_epoch_loss=5.73] INFO:root:Epoch[69] Elapsed time 11.725 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.731293 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.68it/s, avg_epoch_loss=5.79] INFO:root:Epoch[70] Elapsed time 14.979 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.793277 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.13it/s, avg_epoch_loss=5.68] INFO:root:Epoch[71] Elapsed time 12.305 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.677782 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.48it/s, avg_epoch_loss=5.72] INFO:root:Epoch[72] Elapsed time 11.798 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.724213 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.94it/s, avg_epoch_loss=5.74] INFO:root:Epoch[73] Elapsed time 11.190 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.736934 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.32it/s, avg_epoch_loss=5.72] INFO:root:Epoch[74] Elapsed time 12.029 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.719512 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.11it/s, avg_epoch_loss=5.76] INFO:root:Epoch[75] Elapsed time 12.338 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.758608 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.61it/s, avg_epoch_loss=5.73] INFO:root:Epoch[76] Elapsed time 11.614 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.731946 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.27it/s, avg_epoch_loss=5.75] INFO:root:Epoch[77] Elapsed time 12.101 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.748406 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.46it/s, avg_epoch_loss=5.75] INFO:root:Epoch[78] Elapsed time 11.833 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.745858 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.38it/s, avg_epoch_loss=5.73] INFO:root:Epoch[79] Elapsed time 11.936 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.734969 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.42it/s, avg_epoch_loss=5.71] INFO:root:Epoch[80] Elapsed time 15.576 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.713830 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.41it/s, avg_epoch_loss=5.77] INFO:root:Epoch[81] Elapsed time 11.897 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.769004 INFO:root:Loading parameters from best epoch (71) INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:11<00:00, 8.47it/s, avg_epoch_loss=5.69] INFO:root:Epoch[82] Elapsed time 11.812 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.685074 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:11<00:00, 8.34it/s, avg_epoch_loss=5.66] INFO:root:Epoch[83] Elapsed time 11.997 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.657824 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.57it/s, avg_epoch_loss=5.64] INFO:root:Epoch[84] Elapsed time 13.221 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.638507 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:11<00:00, 8.35it/s, avg_epoch_loss=5.7] INFO:root:Epoch[85] Elapsed time 11.982 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.700734 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:11<00:00, 8.41it/s, avg_epoch_loss=5.66] INFO:root:Epoch[86] Elapsed time 11.900 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.660706 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.32it/s, avg_epoch_loss=5.62] INFO:root:Epoch[87] Elapsed time 12.031 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.617697 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.21it/s, avg_epoch_loss=5.67] INFO:root:Epoch[88] Elapsed time 12.188 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.672310 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:20<00:00, 4.94it/s, avg_epoch_loss=5.64] INFO:root:Epoch[89] Elapsed time 20.270 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.640475 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.02it/s, avg_epoch_loss=5.69] INFO:root:Epoch[90] Elapsed time 12.468 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.685912 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.24it/s, avg_epoch_loss=5.7] INFO:root:Epoch[91] Elapsed time 12.144 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.695597 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.24it/s, avg_epoch_loss=5.68] INFO:root:Epoch[92] Elapsed time 12.147 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.675143 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.60it/s, avg_epoch_loss=5.62] INFO:root:Epoch[93] Elapsed time 13.172 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.623383 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:14<00:00, 6.93it/s, avg_epoch_loss=5.69] INFO:root:Epoch[94] Elapsed time 14.446 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.686770 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:16<00:00, 5.95it/s, avg_epoch_loss=5.67] INFO:root:Epoch[95] Elapsed time 16.821 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.668519 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:14<00:00, 6.68it/s, avg_epoch_loss=5.67] INFO:root:Epoch[96] Elapsed time 14.987 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.672577 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:15<00:00, 6.65it/s, avg_epoch_loss=5.72] INFO:root:Epoch[97] Elapsed time 15.054 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.718086 INFO:root:Loading parameters from best epoch (87) INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:34<00:00, 2.94it/s, avg_epoch_loss=5.64] INFO:root:Epoch[98] Elapsed time 34.046 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.639162 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:15<00:00, 6.46it/s, avg_epoch_loss=5.64] INFO:root:Epoch[99] Elapsed time 15.487 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.635556 INFO:root:Loading parameters from best epoch (87) INFO:root:Final loss: 5.617696599960327 (occurred at epoch 87) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [01:13<00:00, 4.91it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 2.532896 0.082743 22.5323 0.061719 0.027687 45 epochs num_batches 0 100 100 Seed: 46
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091 100%|██████████| 100/100 [00:26<00:00, 3.81it/s, avg_epoch_loss=7.19] INFO:root:Epoch[0] Elapsed time 26.285 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.185408 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.69it/s, avg_epoch_loss=6.83] INFO:root:Epoch[1] Elapsed time 22.016 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.828843 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.85it/s, avg_epoch_loss=6.64] INFO:root:Epoch[2] Elapsed time 17.090 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.635259 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:19<00:00, 5.18it/s, avg_epoch_loss=6.52] INFO:root:Epoch[3] Elapsed time 19.327 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.520939 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.64it/s, avg_epoch_loss=6.36] INFO:root:Epoch[4] Elapsed time 21.564 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.356706 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:49<00:00, 2.01it/s, avg_epoch_loss=6.36] INFO:root:Epoch[5] Elapsed time 49.845 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.364132 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 5.92it/s, avg_epoch_loss=6.27] INFO:root:Epoch[6] Elapsed time 16.913 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.271030 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.40it/s, avg_epoch_loss=6.24] INFO:root:Epoch[7] Elapsed time 15.631 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.243756 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:22<00:00, 4.54it/s, avg_epoch_loss=6.27] INFO:root:Epoch[8] Elapsed time 22.054 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.273289 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.70it/s, avg_epoch_loss=6.22] INFO:root:Epoch[9] Elapsed time 21.289 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.221266 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:26<00:00, 3.73it/s, avg_epoch_loss=6.18] INFO:root:Epoch[10] Elapsed time 26.805 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.183577 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:20<00:00, 4.82it/s, avg_epoch_loss=6.12] INFO:root:Epoch[11] Elapsed time 20.761 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.123574 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:19<00:00, 5.09it/s, avg_epoch_loss=6.17] INFO:root:Epoch[12] Elapsed time 19.643 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.167008 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:26<00:00, 3.84it/s, avg_epoch_loss=6.1] INFO:root:Epoch[13] Elapsed time 26.018 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.100026 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.62it/s, avg_epoch_loss=6.12] INFO:root:Epoch[14] Elapsed time 21.633 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.116154 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:25<00:00, 3.90it/s, avg_epoch_loss=6.08] INFO:root:Epoch[15] Elapsed time 25.676 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.077690 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:22<00:00, 4.51it/s, avg_epoch_loss=6.04] INFO:root:Epoch[16] Elapsed time 22.188 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.038055 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:20<00:00, 4.79it/s, avg_epoch_loss=6.05] INFO:root:Epoch[17] Elapsed time 20.901 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.046716 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.61it/s, avg_epoch_loss=6.03] INFO:root:Epoch[18] Elapsed time 21.721 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.027181 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:20<00:00, 4.97it/s, avg_epoch_loss=6.03] INFO:root:Epoch[19] Elapsed time 20.129 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.030848 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:25<00:00, 3.94it/s, avg_epoch_loss=5.98] INFO:root:Epoch[20] Elapsed time 25.377 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.978791 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.57it/s, avg_epoch_loss=5.99] INFO:root:Epoch[21] Elapsed time 21.899 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.990460 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.71it/s, avg_epoch_loss=5.95] INFO:root:Epoch[22] Elapsed time 17.525 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.951566 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:25<00:00, 3.90it/s, avg_epoch_loss=5.93] INFO:root:Epoch[23] Elapsed time 25.668 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.930233 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.22it/s, avg_epoch_loss=6.01] INFO:root:Epoch[24] Elapsed time 23.699 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.014726 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.36it/s, avg_epoch_loss=5.92] INFO:root:Epoch[25] Elapsed time 18.673 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.916436 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.18it/s, avg_epoch_loss=5.91] INFO:root:Epoch[26] Elapsed time 23.955 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.909299 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.32it/s, avg_epoch_loss=5.89] INFO:root:Epoch[27] Elapsed time 18.808 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.887691 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.78it/s, avg_epoch_loss=5.96] INFO:root:Epoch[28] Elapsed time 17.323 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.964195 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.01it/s, avg_epoch_loss=5.9] INFO:root:Epoch[29] Elapsed time 16.654 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.899045 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.76it/s, avg_epoch_loss=5.89] INFO:root:Epoch[30] Elapsed time 21.019 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.887919 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 5.94it/s, avg_epoch_loss=5.95] INFO:root:Epoch[31] Elapsed time 16.855 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.948024 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.39it/s, avg_epoch_loss=5.9] INFO:root:Epoch[32] Elapsed time 15.671 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.903812 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.62it/s, avg_epoch_loss=5.9] INFO:root:Epoch[33] Elapsed time 17.816 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.898289 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.58it/s, avg_epoch_loss=5.83] INFO:root:Epoch[34] Elapsed time 17.925 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.832411 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.25it/s, avg_epoch_loss=5.88] INFO:root:Epoch[35] Elapsed time 16.000 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.878035 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.53it/s, avg_epoch_loss=5.86] INFO:root:Epoch[36] Elapsed time 15.334 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.857788 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.39it/s, avg_epoch_loss=5.76] INFO:root:Epoch[37] Elapsed time 18.557 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.758439 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.23it/s, avg_epoch_loss=5.82] INFO:root:Epoch[38] Elapsed time 16.067 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.822589 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:20<00:00, 4.78it/s, avg_epoch_loss=5.78] INFO:root:Epoch[39] Elapsed time 20.944 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.782406 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:19<00:00, 5.03it/s, avg_epoch_loss=5.79] INFO:root:Epoch[40] Elapsed time 19.876 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.786877 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 5.96it/s, avg_epoch_loss=5.81] INFO:root:Epoch[41] Elapsed time 16.777 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.809536 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.43it/s, avg_epoch_loss=5.81] INFO:root:Epoch[42] Elapsed time 15.557 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.814506 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.33it/s, avg_epoch_loss=5.82] INFO:root:Epoch[43] Elapsed time 15.796 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.824287 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.16it/s, avg_epoch_loss=5.79] INFO:root:Epoch[44] Elapsed time 16.229 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.792394 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.38it/s, avg_epoch_loss=5.84] INFO:root:Epoch[45] Elapsed time 15.682 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.836695 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.42it/s, avg_epoch_loss=5.79] INFO:root:Epoch[46] Elapsed time 18.470 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.785112 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.08it/s, avg_epoch_loss=5.89] INFO:root:Epoch[47] Elapsed time 16.455 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.888223 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:18<00:00, 5.39it/s, avg_epoch_loss=5.79] INFO:root:Epoch[48] Elapsed time 18.560 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.787269 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:18<00:00, 5.31it/s, avg_epoch_loss=5.76] INFO:root:Epoch[49] Elapsed time 18.851 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.760965 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:16<00:00, 5.88it/s, avg_epoch_loss=5.78] INFO:root:Epoch[50] Elapsed time 17.001 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.777857 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:21<00:00, 4.76it/s, avg_epoch_loss=5.73] INFO:root:Epoch[51] Elapsed time 21.034 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.732333 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:14<00:00, 6.75it/s, avg_epoch_loss=5.79] INFO:root:Epoch[52] Elapsed time 14.823 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.793498 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:16<00:00, 6.06it/s, avg_epoch_loss=5.79] INFO:root:Epoch[53] Elapsed time 16.521 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.791379 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.00it/s, avg_epoch_loss=5.82] INFO:root:Epoch[54] Elapsed time 12.500 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.819956 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:15<00:00, 6.50it/s, avg_epoch_loss=5.79] INFO:root:Epoch[55] Elapsed time 15.399 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.792833 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:15<00:00, 6.58it/s, avg_epoch_loss=5.75] INFO:root:Epoch[56] Elapsed time 15.207 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.749707 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:15<00:00, 6.38it/s, avg_epoch_loss=5.72] INFO:root:Epoch[57] Elapsed time 15.669 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.717423 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:15<00:00, 6.48it/s, avg_epoch_loss=5.76] INFO:root:Epoch[58] Elapsed time 15.451 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.757564 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:16<00:00, 6.24it/s, avg_epoch_loss=5.79] INFO:root:Epoch[59] Elapsed time 16.025 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.787540 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:18<00:00, 5.43it/s, avg_epoch_loss=5.75] INFO:root:Epoch[60] Elapsed time 18.431 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.749439 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:23<00:00, 4.25it/s, avg_epoch_loss=5.75] INFO:root:Epoch[61] Elapsed time 23.534 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.746674 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:17<00:00, 5.56it/s, avg_epoch_loss=5.74] INFO:root:Epoch[62] Elapsed time 17.981 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.738002 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:17<00:00, 5.56it/s, avg_epoch_loss=5.79] INFO:root:Epoch[63] Elapsed time 17.995 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.786582 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:19<00:00, 5.01it/s, avg_epoch_loss=5.75] INFO:root:Epoch[64] Elapsed time 19.951 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.746533 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:18<00:00, 5.34it/s, avg_epoch_loss=5.76] INFO:root:Epoch[65] Elapsed time 18.740 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.757284 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:23<00:00, 4.20it/s, avg_epoch_loss=5.77] INFO:root:Epoch[66] Elapsed time 23.813 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.768627 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:25<00:00, 3.88it/s, avg_epoch_loss=5.72] INFO:root:Epoch[67] Elapsed time 25.798 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.722532 INFO:root:Loading parameters from best epoch (57) INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:19<00:00, 5.09it/s, avg_epoch_loss=5.72] INFO:root:Epoch[68] Elapsed time 19.642 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.718271 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:17<00:00, 5.77it/s, avg_epoch_loss=5.74] INFO:root:Epoch[69] Elapsed time 17.344 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.742743 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:15<00:00, 6.42it/s, avg_epoch_loss=5.78] INFO:root:Epoch[70] Elapsed time 15.585 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.776917 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:16<00:00, 6.01it/s, avg_epoch_loss=5.79] INFO:root:Epoch[71] Elapsed time 16.639 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.793238 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:17<00:00, 5.81it/s, avg_epoch_loss=5.78] INFO:root:Epoch[72] Elapsed time 17.219 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.780194 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:19<00:00, 5.07it/s, avg_epoch_loss=5.71] INFO:root:Epoch[73] Elapsed time 19.739 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.706591 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:15<00:00, 6.46it/s, avg_epoch_loss=5.73] INFO:root:Epoch[74] Elapsed time 15.487 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.727589 INFO:root:Epoch[75] Learning rate is 0.00025 100%|██████████| 100/100 [00:15<00:00, 6.44it/s, avg_epoch_loss=5.76] INFO:root:Epoch[75] Elapsed time 15.528 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.755305 INFO:root:Epoch[76] Learning rate is 0.00025 100%|██████████| 100/100 [00:19<00:00, 5.21it/s, avg_epoch_loss=5.72] INFO:root:Epoch[76] Elapsed time 19.187 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.724152 INFO:root:Epoch[77] Learning rate is 0.00025 100%|██████████| 100/100 [00:15<00:00, 6.25it/s, avg_epoch_loss=5.73] INFO:root:Epoch[77] Elapsed time 15.998 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.731685 INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:15<00:00, 6.62it/s, avg_epoch_loss=5.72] INFO:root:Epoch[78] Elapsed time 15.106 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.722405 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:17<00:00, 5.86it/s, avg_epoch_loss=5.75] INFO:root:Epoch[79] Elapsed time 17.070 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.747969 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:25<00:00, 3.89it/s, avg_epoch_loss=5.77] INFO:root:Epoch[80] Elapsed time 25.718 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.772423 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:15<00:00, 6.27it/s, avg_epoch_loss=5.7] INFO:root:Epoch[81] Elapsed time 15.967 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.695043 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:15<00:00, 6.28it/s, avg_epoch_loss=5.78] INFO:root:Epoch[82] Elapsed time 15.940 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.775996 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:16<00:00, 6.11it/s, avg_epoch_loss=5.76] INFO:root:Epoch[83] Elapsed time 16.375 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.757304 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:16<00:00, 6.17it/s, avg_epoch_loss=5.71] INFO:root:Epoch[84] Elapsed time 16.228 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.712963 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:18<00:00, 5.32it/s, avg_epoch_loss=5.7] INFO:root:Epoch[85] Elapsed time 18.807 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.701431 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.64it/s, avg_epoch_loss=5.76] INFO:root:Epoch[86] Elapsed time 13.102 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.757525 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:16<00:00, 6.13it/s, avg_epoch_loss=5.72] INFO:root:Epoch[87] Elapsed time 16.330 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.717421 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.17it/s, avg_epoch_loss=5.68] INFO:root:Epoch[88] Elapsed time 12.249 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.678629 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.17it/s, avg_epoch_loss=5.72] INFO:root:Epoch[89] Elapsed time 12.253 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.724211 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=5.72] INFO:root:Epoch[90] Elapsed time 12.108 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.720758 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.02it/s, avg_epoch_loss=5.72] INFO:root:Epoch[91] Elapsed time 12.483 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.721067 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.18it/s, avg_epoch_loss=5.74] INFO:root:Epoch[92] Elapsed time 12.235 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.737806 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.22it/s, avg_epoch_loss=5.73] INFO:root:Epoch[93] Elapsed time 12.172 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.732471 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.18it/s, avg_epoch_loss=5.72] INFO:root:Epoch[94] Elapsed time 12.230 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.724763 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.19it/s, avg_epoch_loss=5.76] INFO:root:Epoch[95] Elapsed time 12.214 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.755414 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:14<00:00, 6.90it/s, avg_epoch_loss=5.74] INFO:root:Epoch[96] Elapsed time 14.492 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.741405 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.32it/s, avg_epoch_loss=5.7] INFO:root:Epoch[97] Elapsed time 13.672 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.704998 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.28it/s, avg_epoch_loss=5.76] INFO:root:Epoch[98] Elapsed time 12.088 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.761959 INFO:root:Loading parameters from best epoch (88) INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:12<00:00, 8.08it/s, avg_epoch_loss=5.66] INFO:root:Epoch[99] Elapsed time 12.381 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.660937 INFO:root:Loading parameters from best epoch (99) INFO:root:Final loss: 5.660937290191651 (occurred at epoch 99) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:45<00:00, 7.95it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 2.555657 0.080359 20.955645 0.059487 0.027132 seed epochs num_batches 0 46 100 100 Seed: 47
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091 100%|██████████| 100/100 [00:12<00:00, 7.85it/s, avg_epoch_loss=7.3] INFO:root:Epoch[0] Elapsed time 12.750 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.304906 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.02it/s, avg_epoch_loss=6.81] INFO:root:Epoch[1] Elapsed time 16.609 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.811662 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.23it/s, avg_epoch_loss=6.67] INFO:root:Epoch[2] Elapsed time 23.662 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.671203 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.70it/s, avg_epoch_loss=6.58] INFO:root:Epoch[3] Elapsed time 14.940 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.578990 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.53it/s, avg_epoch_loss=6.44] INFO:root:Epoch[4] Elapsed time 11.731 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.438805 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.30it/s, avg_epoch_loss=6.4] INFO:root:Epoch[5] Elapsed time 12.059 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.396643 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.49it/s, avg_epoch_loss=6.37] INFO:root:Epoch[6] Elapsed time 11.786 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.372422 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.42it/s, avg_epoch_loss=6.31] INFO:root:Epoch[7] Elapsed time 11.886 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.311421 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.71it/s, avg_epoch_loss=6.28] INFO:root:Epoch[8] Elapsed time 12.969 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.282726 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.29it/s, avg_epoch_loss=6.17] INFO:root:Epoch[9] Elapsed time 12.068 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.168267 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.81it/s, avg_epoch_loss=6.2] INFO:root:Epoch[10] Elapsed time 17.205 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.199310 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.52it/s, avg_epoch_loss=6.12] INFO:root:Epoch[11] Elapsed time 13.305 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.115052 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.41it/s, avg_epoch_loss=6.18] INFO:root:Epoch[12] Elapsed time 11.895 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.177075 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.30it/s, avg_epoch_loss=6.12] INFO:root:Epoch[13] Elapsed time 12.048 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.118239 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.24it/s, avg_epoch_loss=6.05] INFO:root:Epoch[14] Elapsed time 12.136 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.045731 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.94it/s, avg_epoch_loss=6.07] INFO:root:Epoch[15] Elapsed time 12.607 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.073050 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.80it/s, avg_epoch_loss=6.11] INFO:root:Epoch[16] Elapsed time 12.823 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.106704 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.23it/s, avg_epoch_loss=5.99] INFO:root:Epoch[17] Elapsed time 12.151 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.986879 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.10it/s, avg_epoch_loss=5.96] INFO:root:Epoch[18] Elapsed time 12.349 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.957998 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.81it/s, avg_epoch_loss=6.04] INFO:root:Epoch[19] Elapsed time 12.811 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.044717 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.69it/s, avg_epoch_loss=6.03] INFO:root:Epoch[20] Elapsed time 14.963 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.028729 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.42it/s, avg_epoch_loss=5.97] INFO:root:Epoch[21] Elapsed time 11.881 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.965487 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.33it/s, avg_epoch_loss=6] INFO:root:Epoch[22] Elapsed time 12.019 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.999282 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.50it/s, avg_epoch_loss=5.95] INFO:root:Epoch[23] Elapsed time 11.778 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.950111 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.07it/s, avg_epoch_loss=5.94] INFO:root:Epoch[24] Elapsed time 12.399 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.935461 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.89it/s, avg_epoch_loss=5.9] INFO:root:Epoch[25] Elapsed time 12.674 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.901723 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.44it/s, avg_epoch_loss=5.88] INFO:root:Epoch[26] Elapsed time 11.853 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.883675 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.07it/s, avg_epoch_loss=5.88] INFO:root:Epoch[27] Elapsed time 12.401 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.883139 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.29it/s, avg_epoch_loss=5.91] INFO:root:Epoch[28] Elapsed time 12.064 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.914465 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.43it/s, avg_epoch_loss=5.94] INFO:root:Epoch[29] Elapsed time 15.562 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.942910 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.45it/s, avg_epoch_loss=5.9] INFO:root:Epoch[30] Elapsed time 11.835 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.897630 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.28it/s, avg_epoch_loss=5.91] INFO:root:Epoch[31] Elapsed time 12.084 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.914995 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.22it/s, avg_epoch_loss=5.88] INFO:root:Epoch[32] Elapsed time 12.172 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.877785 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.38it/s, avg_epoch_loss=5.9] INFO:root:Epoch[33] Elapsed time 11.942 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.899545 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 5.91it/s, avg_epoch_loss=5.91] INFO:root:Epoch[34] Elapsed time 16.915 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.906207 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.22it/s, avg_epoch_loss=5.84] INFO:root:Epoch[35] Elapsed time 13.862 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.843483 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.99it/s, avg_epoch_loss=5.87] INFO:root:Epoch[36] Elapsed time 11.134 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.868941 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 7.12it/s, avg_epoch_loss=5.87] INFO:root:Epoch[37] Elapsed time 14.047 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.868302 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.53it/s, avg_epoch_loss=5.82] INFO:root:Epoch[38] Elapsed time 15.324 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.816277 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.77it/s, avg_epoch_loss=5.86] INFO:root:Epoch[39] Elapsed time 17.348 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.855502 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.30it/s, avg_epoch_loss=5.82] INFO:root:Epoch[40] Elapsed time 15.884 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.815270 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.65it/s, avg_epoch_loss=5.9] INFO:root:Epoch[41] Elapsed time 15.061 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.899656 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.26it/s, avg_epoch_loss=5.85] INFO:root:Epoch[42] Elapsed time 23.474 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.846793 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 5.89it/s, avg_epoch_loss=5.83] INFO:root:Epoch[43] Elapsed time 16.996 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.832289 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.46it/s, avg_epoch_loss=5.78] INFO:root:Epoch[44] Elapsed time 13.417 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.783477 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.66it/s, avg_epoch_loss=5.81] INFO:root:Epoch[45] Elapsed time 21.448 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.812429 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.05it/s, avg_epoch_loss=5.86] INFO:root:Epoch[46] Elapsed time 16.531 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.858852 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.75it/s, avg_epoch_loss=5.85] INFO:root:Epoch[47] Elapsed time 21.064 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.851772 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.61it/s, avg_epoch_loss=5.76] INFO:root:Epoch[48] Elapsed time 21.732 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.761340 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 5.91it/s, avg_epoch_loss=5.86] INFO:root:Epoch[49] Elapsed time 16.917 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.857006 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.14it/s, avg_epoch_loss=5.81] INFO:root:Epoch[50] Elapsed time 12.290 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.814084 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.06it/s, avg_epoch_loss=5.79] INFO:root:Epoch[51] Elapsed time 12.421 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.791818 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.44it/s, avg_epoch_loss=5.77] INFO:root:Epoch[52] Elapsed time 15.537 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.771358 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.52it/s, avg_epoch_loss=5.75] INFO:root:Epoch[53] Elapsed time 13.353 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.752714 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.07it/s, avg_epoch_loss=5.79] INFO:root:Epoch[54] Elapsed time 12.397 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.788749 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.13it/s, avg_epoch_loss=5.78] INFO:root:Epoch[55] Elapsed time 12.305 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.781970 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.99it/s, avg_epoch_loss=5.75] INFO:root:Epoch[56] Elapsed time 12.531 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.748886 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.34it/s, avg_epoch_loss=5.82] INFO:root:Epoch[57] Elapsed time 15.768 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.821432 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.23it/s, avg_epoch_loss=5.77] INFO:root:Epoch[58] Elapsed time 16.070 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.767389 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.19it/s, avg_epoch_loss=5.76] INFO:root:Epoch[59] Elapsed time 16.172 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.762391 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:20<00:00, 4.85it/s, avg_epoch_loss=5.75] INFO:root:Epoch[60] Elapsed time 20.638 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.751138 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:28<00:00, 3.50it/s, avg_epoch_loss=5.74] INFO:root:Epoch[61] Elapsed time 28.572 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.742279 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.87it/s, avg_epoch_loss=5.76] INFO:root:Epoch[62] Elapsed time 17.061 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.757687 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 5.93it/s, avg_epoch_loss=5.77] INFO:root:Epoch[63] Elapsed time 16.880 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.772315 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.39it/s, avg_epoch_loss=5.77] INFO:root:Epoch[64] Elapsed time 15.653 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.766722 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:22<00:00, 4.54it/s, avg_epoch_loss=5.72] INFO:root:Epoch[65] Elapsed time 22.055 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.715134 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:27<00:00, 3.59it/s, avg_epoch_loss=5.73] INFO:root:Epoch[66] Elapsed time 27.845 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.729245 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.21it/s, avg_epoch_loss=5.71] INFO:root:Epoch[67] Elapsed time 16.186 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.711155 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:19<00:00, 5.13it/s, avg_epoch_loss=5.74] INFO:root:Epoch[68] Elapsed time 19.512 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.737238 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:22<00:00, 4.43it/s, avg_epoch_loss=5.81] INFO:root:Epoch[69] Elapsed time 22.651 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.806602 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.43it/s, avg_epoch_loss=5.78] INFO:root:Epoch[70] Elapsed time 18.418 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.780055 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.17it/s, avg_epoch_loss=5.81] INFO:root:Epoch[71] Elapsed time 16.214 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.805074 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:33<00:00, 2.94it/s, avg_epoch_loss=5.74] INFO:root:Epoch[72] Elapsed time 34.004 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.743866 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.66it/s, avg_epoch_loss=5.75] INFO:root:Epoch[73] Elapsed time 17.673 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.751390 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.28it/s, avg_epoch_loss=5.73] INFO:root:Epoch[74] Elapsed time 15.943 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.732123 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 5.96it/s, avg_epoch_loss=5.77] INFO:root:Epoch[75] Elapsed time 16.813 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.771483 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.14it/s, avg_epoch_loss=5.7] INFO:root:Epoch[76] Elapsed time 16.323 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.697409 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.18it/s, avg_epoch_loss=5.74] INFO:root:Epoch[77] Elapsed time 16.207 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.735442 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.70it/s, avg_epoch_loss=5.73] INFO:root:Epoch[78] Elapsed time 21.295 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.733631 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.18it/s, avg_epoch_loss=5.72] INFO:root:Epoch[79] Elapsed time 16.282 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.721506 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.49it/s, avg_epoch_loss=5.72] INFO:root:Epoch[80] Elapsed time 15.414 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.722779 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.26it/s, avg_epoch_loss=5.76] INFO:root:Epoch[81] Elapsed time 15.986 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.760157 INFO:root:Epoch[82] Learning rate is 0.001 100%|██████████| 100/100 [00:19<00:00, 5.25it/s, avg_epoch_loss=5.74] INFO:root:Epoch[82] Elapsed time 19.057 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.737877 INFO:root:Epoch[83] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 5.90it/s, avg_epoch_loss=5.71] INFO:root:Epoch[83] Elapsed time 16.966 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.713093 INFO:root:Epoch[84] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.74it/s, avg_epoch_loss=5.71] INFO:root:Epoch[84] Elapsed time 17.445 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.709161 INFO:root:Epoch[85] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.64it/s, avg_epoch_loss=5.71] INFO:root:Epoch[85] Elapsed time 21.575 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.709274 INFO:root:Epoch[86] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.55it/s, avg_epoch_loss=5.73] INFO:root:Epoch[86] Elapsed time 15.283 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.734854 INFO:root:Loading parameters from best epoch (76) INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:20<00:00, 4.87it/s, avg_epoch_loss=5.65] INFO:root:Epoch[87] Elapsed time 20.534 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.645208 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:14<00:00, 6.88it/s, avg_epoch_loss=5.66] INFO:root:Epoch[88] Elapsed time 14.540 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.662153 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:17<00:00, 5.61it/s, avg_epoch_loss=5.66] INFO:root:Epoch[89] Elapsed time 17.820 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.661450 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:10<00:00, 9.37it/s, avg_epoch_loss=5.64] INFO:root:Epoch[90] Elapsed time 10.684 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.641885 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:09<00:00, 10.14it/s, avg_epoch_loss=5.66] INFO:root:Epoch[91] Elapsed time 9.871 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.662498 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:14<00:00, 6.97it/s, avg_epoch_loss=5.69] INFO:root:Epoch[92] Elapsed time 14.359 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.688317 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.26it/s, avg_epoch_loss=5.71] INFO:root:Epoch[93] Elapsed time 13.784 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.705918 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:17<00:00, 5.82it/s, avg_epoch_loss=5.64] INFO:root:Epoch[94] Elapsed time 17.183 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.641265 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:17<00:00, 5.66it/s, avg_epoch_loss=5.66] INFO:root:Epoch[95] Elapsed time 17.677 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.660335 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:18<00:00, 5.53it/s, avg_epoch_loss=5.62] INFO:root:Epoch[96] Elapsed time 18.073 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.621731 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:17<00:00, 5.84it/s, avg_epoch_loss=5.67] INFO:root:Epoch[97] Elapsed time 17.119 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.674190 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.61it/s, avg_epoch_loss=5.72] INFO:root:Epoch[98] Elapsed time 13.148 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.721307 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.64it/s, avg_epoch_loss=5.68] INFO:root:Epoch[99] Elapsed time 13.088 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.682731 INFO:root:Loading parameters from best epoch (96) INFO:root:Final loss: 5.621730995178223 (occurred at epoch 96) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:48<00:00, 7.42it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 2.974403 0.085861 25.400273 0.062869 0.027911 seed epochs num_batches 0 47 100 100 Seed: 48
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091 100%|██████████| 100/100 [00:15<00:00, 6.55it/s, avg_epoch_loss=7.48] INFO:root:Epoch[0] Elapsed time 15.280 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.478983 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.93it/s, avg_epoch_loss=6.85] INFO:root:Epoch[1] Elapsed time 14.440 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.849439 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.37it/s, avg_epoch_loss=6.62] INFO:root:Epoch[2] Elapsed time 13.575 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.621795 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.38it/s, avg_epoch_loss=6.51] INFO:root:Epoch[3] Elapsed time 13.560 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.508391 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.37it/s, avg_epoch_loss=6.42] INFO:root:Epoch[4] Elapsed time 13.576 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.417201 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.04it/s, avg_epoch_loss=6.36] INFO:root:Epoch[5] Elapsed time 12.445 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.356318 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.16it/s, avg_epoch_loss=6.36] INFO:root:Epoch[6] Elapsed time 13.971 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.363766 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=6.27] INFO:root:Epoch[7] Elapsed time 12.115 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.267557 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.16it/s, avg_epoch_loss=6.22] INFO:root:Epoch[8] Elapsed time 12.262 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.219834 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.55it/s, avg_epoch_loss=6.23] INFO:root:Epoch[9] Elapsed time 13.256 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.226477 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.20it/s, avg_epoch_loss=6.14] INFO:root:Epoch[10] Elapsed time 13.901 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.144758 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.20it/s, avg_epoch_loss=6.18] INFO:root:Epoch[11] Elapsed time 13.888 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.176953 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.70it/s, avg_epoch_loss=6.18] INFO:root:Epoch[12] Elapsed time 12.988 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.178983 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.80it/s, avg_epoch_loss=6.2] INFO:root:Epoch[13] Elapsed time 12.830 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.204668 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.21it/s, avg_epoch_loss=6.03] INFO:root:Epoch[14] Elapsed time 12.184 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.030387 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.26it/s, avg_epoch_loss=6.05] INFO:root:Epoch[15] Elapsed time 15.984 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.050948 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.12it/s, avg_epoch_loss=6.09] INFO:root:Epoch[16] Elapsed time 12.317 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.089316 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.14it/s, avg_epoch_loss=6.01] INFO:root:Epoch[17] Elapsed time 12.286 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.010193 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.00it/s, avg_epoch_loss=6.05] INFO:root:Epoch[18] Elapsed time 12.506 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.048736 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.92it/s, avg_epoch_loss=6.01] INFO:root:Epoch[19] Elapsed time 12.637 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.008613 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.15it/s, avg_epoch_loss=6] INFO:root:Epoch[20] Elapsed time 12.274 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.002264 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.16it/s, avg_epoch_loss=6.01] INFO:root:Epoch[21] Elapsed time 12.263 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.012553 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.22it/s, avg_epoch_loss=5.98] INFO:root:Epoch[22] Elapsed time 12.173 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.980317 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.09it/s, avg_epoch_loss=6] INFO:root:Epoch[23] Elapsed time 12.371 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.999140 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.45it/s, avg_epoch_loss=5.98] INFO:root:Epoch[24] Elapsed time 15.501 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.980518 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.88it/s, avg_epoch_loss=5.95] INFO:root:Epoch[25] Elapsed time 12.699 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.947073 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.74it/s, avg_epoch_loss=5.97] INFO:root:Epoch[26] Elapsed time 12.930 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.967491 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.17it/s, avg_epoch_loss=5.93] INFO:root:Epoch[27] Elapsed time 12.245 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.927256 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.89it/s, avg_epoch_loss=5.85] INFO:root:Epoch[28] Elapsed time 12.685 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.845152 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.02it/s, avg_epoch_loss=5.93] INFO:root:Epoch[29] Elapsed time 12.473 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.929750 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.13it/s, avg_epoch_loss=5.91] INFO:root:Epoch[30] Elapsed time 12.304 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.910056 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.10it/s, avg_epoch_loss=5.9] INFO:root:Epoch[31] Elapsed time 12.347 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.904781 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.11it/s, avg_epoch_loss=5.89] INFO:root:Epoch[32] Elapsed time 12.333 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.892706 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.48it/s, avg_epoch_loss=5.95] INFO:root:Epoch[33] Elapsed time 13.380 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.946304 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.51it/s, avg_epoch_loss=5.91] INFO:root:Epoch[34] Elapsed time 15.369 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.905271 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.95it/s, avg_epoch_loss=5.91] INFO:root:Epoch[35] Elapsed time 12.592 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.912799 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.10it/s, avg_epoch_loss=5.83] INFO:root:Epoch[36] Elapsed time 12.353 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.833645 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.83it/s, avg_epoch_loss=5.84] INFO:root:Epoch[37] Elapsed time 12.777 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.835555 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.47it/s, avg_epoch_loss=5.87] INFO:root:Epoch[38] Elapsed time 13.399 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.870551 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.12it/s, avg_epoch_loss=5.87] INFO:root:Epoch[39] Elapsed time 12.322 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.865198 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.12it/s, avg_epoch_loss=5.88] INFO:root:Epoch[40] Elapsed time 12.317 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.877489 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.87it/s, avg_epoch_loss=5.86] INFO:root:Epoch[41] Elapsed time 12.711 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.856495 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.59it/s, avg_epoch_loss=5.81] INFO:root:Epoch[42] Elapsed time 13.183 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.811584 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.23it/s, avg_epoch_loss=5.81] INFO:root:Epoch[43] Elapsed time 16.069 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.805886 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.91it/s, avg_epoch_loss=5.8] INFO:root:Epoch[44] Elapsed time 12.647 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.797173 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.05it/s, avg_epoch_loss=5.89] INFO:root:Epoch[45] Elapsed time 12.426 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.892909 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.99it/s, avg_epoch_loss=5.8] INFO:root:Epoch[46] Elapsed time 12.525 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.802901 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.67it/s, avg_epoch_loss=5.73] INFO:root:Epoch[47] Elapsed time 13.046 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.726605 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.61it/s, avg_epoch_loss=5.79] INFO:root:Epoch[48] Elapsed time 13.148 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.794022 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.82it/s, avg_epoch_loss=5.83] INFO:root:Epoch[49] Elapsed time 12.797 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.830588 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.15it/s, avg_epoch_loss=5.83] INFO:root:Epoch[50] Elapsed time 12.275 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.827848 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.18it/s, avg_epoch_loss=5.81] INFO:root:Epoch[51] Elapsed time 13.932 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.808715 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:24<00:00, 4.16it/s, avg_epoch_loss=5.81] INFO:root:Epoch[52] Elapsed time 24.046 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.810680 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.22it/s, avg_epoch_loss=5.71] INFO:root:Epoch[53] Elapsed time 16.078 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.712919 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.80it/s, avg_epoch_loss=5.75] INFO:root:Epoch[54] Elapsed time 14.725 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.749133 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.18it/s, avg_epoch_loss=5.79] INFO:root:Epoch[55] Elapsed time 16.180 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.789738 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.35it/s, avg_epoch_loss=5.8] INFO:root:Epoch[56] Elapsed time 13.606 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.800531 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.88it/s, avg_epoch_loss=5.81] INFO:root:Epoch[57] Elapsed time 14.542 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.812631 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.82it/s, avg_epoch_loss=5.75] INFO:root:Epoch[58] Elapsed time 17.193 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.754782 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.84it/s, avg_epoch_loss=5.82] INFO:root:Epoch[59] Elapsed time 17.135 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.815456 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.86it/s, avg_epoch_loss=5.8] INFO:root:Epoch[60] Elapsed time 12.731 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.796262 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.85it/s, avg_epoch_loss=5.83] INFO:root:Epoch[61] Elapsed time 12.746 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.827211 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.63it/s, avg_epoch_loss=5.78] INFO:root:Epoch[62] Elapsed time 13.106 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.777106 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.29it/s, avg_epoch_loss=5.78] INFO:root:Epoch[63] Elapsed time 13.734 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.777320 INFO:root:Loading parameters from best epoch (53) INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.77it/s, avg_epoch_loss=5.75] INFO:root:Epoch[64] Elapsed time 12.874 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.754926 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.81it/s, avg_epoch_loss=5.71] INFO:root:Epoch[65] Elapsed time 12.805 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.708184 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.91it/s, avg_epoch_loss=5.74] INFO:root:Epoch[66] Elapsed time 12.657 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.736568 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.03it/s, avg_epoch_loss=5.73] INFO:root:Epoch[67] Elapsed time 12.459 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.726848 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:16<00:00, 6.11it/s, avg_epoch_loss=5.69] INFO:root:Epoch[68] Elapsed time 16.367 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.687756 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.88it/s, avg_epoch_loss=5.67] INFO:root:Epoch[69] Elapsed time 12.693 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.672630 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.96it/s, avg_epoch_loss=5.76] INFO:root:Epoch[70] Elapsed time 12.570 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.761797 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.85it/s, avg_epoch_loss=5.76] INFO:root:Epoch[71] Elapsed time 12.746 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.759254 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.71it/s, avg_epoch_loss=5.74] INFO:root:Epoch[72] Elapsed time 12.972 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.740380 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.50it/s, avg_epoch_loss=5.71] INFO:root:Epoch[73] Elapsed time 13.341 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.711495 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.03it/s, avg_epoch_loss=5.77] INFO:root:Epoch[74] Elapsed time 12.467 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.772928 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.99it/s, avg_epoch_loss=5.71] INFO:root:Epoch[75] Elapsed time 12.520 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.710616 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.54it/s, avg_epoch_loss=5.7] INFO:root:Epoch[76] Elapsed time 13.267 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.698578 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:16<00:00, 6.13it/s, avg_epoch_loss=5.69] INFO:root:Epoch[77] Elapsed time 16.330 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.694096 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.94it/s, avg_epoch_loss=5.73] INFO:root:Epoch[78] Elapsed time 12.597 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.726077 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.84it/s, avg_epoch_loss=5.71] INFO:root:Epoch[79] Elapsed time 12.758 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.709778 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.91it/s, avg_epoch_loss=5.7] INFO:root:Epoch[80] Elapsed time 12.654 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.704061 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.32it/s, avg_epoch_loss=5.71] INFO:root:Epoch[81] Elapsed time 13.671 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.706848 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.95it/s, avg_epoch_loss=5.73] INFO:root:Epoch[82] Elapsed time 12.586 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.734379 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:14<00:00, 6.78it/s, avg_epoch_loss=5.7] INFO:root:Epoch[83] Elapsed time 14.754 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.703746 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:14<00:00, 6.97it/s, avg_epoch_loss=5.7] INFO:root:Epoch[84] Elapsed time 14.345 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.703242 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.94it/s, avg_epoch_loss=5.69] INFO:root:Epoch[85] Elapsed time 12.605 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.693830 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:16<00:00, 6.09it/s, avg_epoch_loss=5.7] INFO:root:Epoch[86] Elapsed time 16.415 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.700848 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.85it/s, avg_epoch_loss=5.73] INFO:root:Epoch[87] Elapsed time 12.753 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.728948 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.00it/s, avg_epoch_loss=5.71] INFO:root:Epoch[88] Elapsed time 12.508 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.707555 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.92it/s, avg_epoch_loss=5.67] INFO:root:Epoch[89] Elapsed time 12.629 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.667224 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.54it/s, avg_epoch_loss=5.66] INFO:root:Epoch[90] Elapsed time 13.264 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.663094 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.41it/s, avg_epoch_loss=5.73] INFO:root:Epoch[91] Elapsed time 13.510 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.727801 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.00it/s, avg_epoch_loss=5.67] INFO:root:Epoch[92] Elapsed time 12.511 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.672808 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.97it/s, avg_epoch_loss=5.66] INFO:root:Epoch[93] Elapsed time 12.553 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.662655 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.47it/s, avg_epoch_loss=5.7] INFO:root:Epoch[94] Elapsed time 13.409 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.702304 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:17<00:00, 5.61it/s, avg_epoch_loss=5.69] INFO:root:Epoch[95] Elapsed time 17.826 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.694334 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.30it/s, avg_epoch_loss=5.68] INFO:root:Epoch[96] Elapsed time 13.708 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.684806 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.04it/s, avg_epoch_loss=5.71] INFO:root:Epoch[97] Elapsed time 12.438 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.714557 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.15it/s, avg_epoch_loss=5.67] INFO:root:Epoch[98] Elapsed time 12.284 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.669804 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.85it/s, avg_epoch_loss=5.74] INFO:root:Epoch[99] Elapsed time 12.750 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.742763 INFO:root:Loading parameters from best epoch (93) INFO:root:Final loss: 5.662654757499695 (occurred at epoch 93) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:46<00:00, 7.74it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 2.688655 0.078402 23.730044 0.058814 0.026328 seed epochs num_batches 0 48 100 100 Seed: 49
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091 100%|██████████| 100/100 [00:16<00:00, 6.06it/s, avg_epoch_loss=7.27] INFO:root:Epoch[0] Elapsed time 16.499 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.274832 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.84it/s, avg_epoch_loss=6.9] INFO:root:Epoch[1] Elapsed time 12.758 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.901552 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.18it/s, avg_epoch_loss=6.64] INFO:root:Epoch[2] Elapsed time 12.233 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.640127 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.06it/s, avg_epoch_loss=6.58] INFO:root:Epoch[3] Elapsed time 12.418 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.576926 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.04it/s, avg_epoch_loss=6.43] INFO:root:Epoch[4] Elapsed time 12.449 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.432909 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.06it/s, avg_epoch_loss=6.41] INFO:root:Epoch[5] Elapsed time 12.419 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.408378 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.10it/s, avg_epoch_loss=6.35] INFO:root:Epoch[6] Elapsed time 12.348 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.347858 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.11it/s, avg_epoch_loss=6.43] INFO:root:Epoch[7] Elapsed time 12.334 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.433082 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.13it/s, avg_epoch_loss=6.22] INFO:root:Epoch[8] Elapsed time 12.303 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.216232 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.64it/s, avg_epoch_loss=6.2] INFO:root:Epoch[9] Elapsed time 13.095 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.203805 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.69it/s, avg_epoch_loss=6.19] INFO:root:Epoch[10] Elapsed time 14.949 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.192599 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.10it/s, avg_epoch_loss=6.18] INFO:root:Epoch[11] Elapsed time 12.358 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.178155 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.31it/s, avg_epoch_loss=6.14] INFO:root:Epoch[12] Elapsed time 23.188 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.135748 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:20<00:00, 4.95it/s, avg_epoch_loss=6.12] INFO:root:Epoch[13] Elapsed time 20.205 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.119980 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.55it/s, avg_epoch_loss=6.03] INFO:root:Epoch[14] Elapsed time 13.247 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.032905 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.69it/s, avg_epoch_loss=6.1] INFO:root:Epoch[15] Elapsed time 13.009 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.099338 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.33it/s, avg_epoch_loss=5.97] INFO:root:Epoch[16] Elapsed time 12.004 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.972581 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 7.14it/s, avg_epoch_loss=6] INFO:root:Epoch[17] Elapsed time 14.008 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.003724 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.67it/s, avg_epoch_loss=6.03] INFO:root:Epoch[18] Elapsed time 14.989 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.033054 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.17it/s, avg_epoch_loss=6.03] INFO:root:Epoch[19] Elapsed time 13.947 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.030328 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.86it/s, avg_epoch_loss=6.04] INFO:root:Epoch[20] Elapsed time 12.732 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.038003 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.40it/s, avg_epoch_loss=6.02] INFO:root:Epoch[21] Elapsed time 13.526 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.015512 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.90it/s, avg_epoch_loss=5.98] INFO:root:Epoch[22] Elapsed time 12.658 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.979389 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.27it/s, avg_epoch_loss=5.92] INFO:root:Epoch[23] Elapsed time 12.100 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.922030 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.21it/s, avg_epoch_loss=5.93] INFO:root:Epoch[24] Elapsed time 12.185 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.928941 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.76it/s, avg_epoch_loss=5.92] INFO:root:Epoch[25] Elapsed time 12.885 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.916067 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.20it/s, avg_epoch_loss=5.98] INFO:root:Epoch[26] Elapsed time 16.136 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.978744 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.33it/s, avg_epoch_loss=5.93] INFO:root:Epoch[27] Elapsed time 13.644 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.925182 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.08it/s, avg_epoch_loss=5.9] INFO:root:Epoch[28] Elapsed time 12.383 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.902294 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.31it/s, avg_epoch_loss=5.97] INFO:root:Epoch[29] Elapsed time 12.037 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.966919 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.25it/s, avg_epoch_loss=5.88] INFO:root:Epoch[30] Elapsed time 12.128 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.880371 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.92it/s, avg_epoch_loss=5.9] INFO:root:Epoch[31] Elapsed time 12.637 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.899688 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.24it/s, avg_epoch_loss=5.96] INFO:root:Epoch[32] Elapsed time 12.140 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.961995 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.33it/s, avg_epoch_loss=5.83] INFO:root:Epoch[33] Elapsed time 12.018 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.825784 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.96it/s, avg_epoch_loss=5.87] INFO:root:Epoch[34] Elapsed time 12.562 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.869528 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.71it/s, avg_epoch_loss=5.84] INFO:root:Epoch[35] Elapsed time 12.976 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.838849 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.51it/s, avg_epoch_loss=5.89] INFO:root:Epoch[36] Elapsed time 15.365 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.887684 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.32it/s, avg_epoch_loss=5.89] INFO:root:Epoch[37] Elapsed time 12.022 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.888037 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.20it/s, avg_epoch_loss=5.88] INFO:root:Epoch[38] Elapsed time 12.202 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.882983 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.68it/s, avg_epoch_loss=5.88] INFO:root:Epoch[39] Elapsed time 13.021 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.882312 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.93it/s, avg_epoch_loss=5.81] INFO:root:Epoch[40] Elapsed time 12.625 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.806035 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.15it/s, avg_epoch_loss=5.9] INFO:root:Epoch[41] Elapsed time 12.273 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.901489 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.16it/s, avg_epoch_loss=5.93] INFO:root:Epoch[42] Elapsed time 12.266 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.929337 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.29it/s, avg_epoch_loss=5.81] INFO:root:Epoch[43] Elapsed time 12.069 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.813879 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.23it/s, avg_epoch_loss=5.84] INFO:root:Epoch[44] Elapsed time 12.159 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.842704 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.33it/s, avg_epoch_loss=5.86] INFO:root:Epoch[45] Elapsed time 15.810 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.860327 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.13it/s, avg_epoch_loss=5.81] INFO:root:Epoch[46] Elapsed time 12.304 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.814130 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.27it/s, avg_epoch_loss=5.84] INFO:root:Epoch[47] Elapsed time 12.101 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.840492 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.25it/s, avg_epoch_loss=5.78] INFO:root:Epoch[48] Elapsed time 12.125 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.781609 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.09it/s, avg_epoch_loss=5.79] INFO:root:Epoch[49] Elapsed time 12.365 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.786832 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.09it/s, avg_epoch_loss=5.85] INFO:root:Epoch[50] Elapsed time 12.368 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.849525 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.24it/s, avg_epoch_loss=5.82] INFO:root:Epoch[51] Elapsed time 12.138 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.815977 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.29it/s, avg_epoch_loss=5.84] INFO:root:Epoch[52] Elapsed time 12.072 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.844748 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=5.82] INFO:root:Epoch[53] Elapsed time 12.111 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.821551 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.88it/s, avg_epoch_loss=5.77] INFO:root:Epoch[54] Elapsed time 12.703 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.773723 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.57it/s, avg_epoch_loss=5.79] INFO:root:Epoch[55] Elapsed time 15.238 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.785214 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.20it/s, avg_epoch_loss=5.83] INFO:root:Epoch[56] Elapsed time 12.203 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.833556 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.39it/s, avg_epoch_loss=5.81] INFO:root:Epoch[57] Elapsed time 13.540 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.808369 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.07it/s, avg_epoch_loss=5.84] INFO:root:Epoch[58] Elapsed time 12.396 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.836670 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.03it/s, avg_epoch_loss=5.73] INFO:root:Epoch[59] Elapsed time 12.467 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.727760 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.20it/s, avg_epoch_loss=5.75] INFO:root:Epoch[60] Elapsed time 12.198 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.750775 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=5.84] INFO:root:Epoch[61] Elapsed time 12.107 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.841268 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=5.77] INFO:root:Epoch[62] Elapsed time 12.116 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.773131 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.20it/s, avg_epoch_loss=5.76] INFO:root:Epoch[63] Elapsed time 12.198 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.760990 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.41it/s, avg_epoch_loss=5.75] INFO:root:Epoch[64] Elapsed time 15.607 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.746372 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.08it/s, avg_epoch_loss=5.77] INFO:root:Epoch[65] Elapsed time 12.388 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.769407 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.13it/s, avg_epoch_loss=5.76] INFO:root:Epoch[66] Elapsed time 12.302 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.764064 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.19it/s, avg_epoch_loss=5.73] INFO:root:Epoch[67] Elapsed time 12.218 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.728315 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.62it/s, avg_epoch_loss=5.77] INFO:root:Epoch[68] Elapsed time 13.142 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.768944 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.13it/s, avg_epoch_loss=5.78] INFO:root:Epoch[69] Elapsed time 12.301 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.779222 INFO:root:Loading parameters from best epoch (59) INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.16it/s, avg_epoch_loss=5.79] INFO:root:Epoch[70] Elapsed time 12.267 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.790646 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.17it/s, avg_epoch_loss=5.71] INFO:root:Epoch[71] Elapsed time 12.240 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.707307 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.03it/s, avg_epoch_loss=5.75] INFO:root:Epoch[72] Elapsed time 12.462 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.745766 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.33it/s, avg_epoch_loss=5.75] INFO:root:Epoch[73] Elapsed time 13.656 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.750547 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:14<00:00, 6.96it/s, avg_epoch_loss=5.73] INFO:root:Epoch[74] Elapsed time 14.374 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.732204 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.31it/s, avg_epoch_loss=5.73] INFO:root:Epoch[75] Elapsed time 12.046 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.726268 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.03it/s, avg_epoch_loss=5.73] INFO:root:Epoch[76] Elapsed time 12.458 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.730496 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.22it/s, avg_epoch_loss=5.75] INFO:root:Epoch[77] Elapsed time 12.169 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.750925 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.94it/s, avg_epoch_loss=5.75] INFO:root:Epoch[78] Elapsed time 12.608 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.750875 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.29it/s, avg_epoch_loss=5.72] INFO:root:Epoch[79] Elapsed time 12.066 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.723947 INFO:root:Epoch[80] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.17it/s, avg_epoch_loss=5.72] INFO:root:Epoch[80] Elapsed time 12.244 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.724926 INFO:root:Epoch[81] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.15it/s, avg_epoch_loss=5.76] INFO:root:Epoch[81] Elapsed time 12.279 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.764033 INFO:root:Loading parameters from best epoch (71) INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.25it/s, avg_epoch_loss=5.72] INFO:root:Epoch[82] Elapsed time 12.127 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.723317 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:16<00:00, 6.14it/s, avg_epoch_loss=5.74] INFO:root:Epoch[83] Elapsed time 16.303 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.738368 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.18it/s, avg_epoch_loss=5.75] INFO:root:Epoch[84] Elapsed time 12.231 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.745971 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.22it/s, avg_epoch_loss=5.76] INFO:root:Epoch[85] Elapsed time 12.173 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.764050 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.96it/s, avg_epoch_loss=5.66] INFO:root:Epoch[86] Elapsed time 12.574 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.663137 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.02it/s, avg_epoch_loss=5.66] INFO:root:Epoch[87] Elapsed time 12.476 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.663383 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.27it/s, avg_epoch_loss=5.73] INFO:root:Epoch[88] Elapsed time 12.094 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.728021 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.31it/s, avg_epoch_loss=5.69] INFO:root:Epoch[89] Elapsed time 12.036 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.688986 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.23it/s, avg_epoch_loss=5.69] INFO:root:Epoch[90] Elapsed time 12.150 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.694424 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:11<00:00, 9.08it/s, avg_epoch_loss=5.7] INFO:root:Epoch[91] Elapsed time 11.021 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.701134 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.33it/s, avg_epoch_loss=5.69] INFO:root:Epoch[92] Elapsed time 13.646 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.687346 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:14<00:00, 6.91it/s, avg_epoch_loss=5.74] INFO:root:Epoch[93] Elapsed time 14.486 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.742945 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.23it/s, avg_epoch_loss=5.72] INFO:root:Epoch[94] Elapsed time 12.151 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.722268 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=5.66] INFO:root:Epoch[95] Elapsed time 12.117 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.664610 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.70it/s, avg_epoch_loss=5.76] INFO:root:Epoch[96] Elapsed time 12.992 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.760407 INFO:root:Loading parameters from best epoch (86) INFO:root:Epoch[97] Learning rate is 0.000125 100%|██████████| 100/100 [00:13<00:00, 7.68it/s, avg_epoch_loss=5.75] INFO:root:Epoch[97] Elapsed time 13.026 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.746519 INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:12<00:00, 8.22it/s, avg_epoch_loss=5.7] INFO:root:Epoch[98] Elapsed time 12.173 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.697910 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:12<00:00, 8.22it/s, avg_epoch_loss=5.68] INFO:root:Epoch[99] Elapsed time 12.175 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.683134 INFO:root:Loading parameters from best epoch (86) INFO:root:Final loss: 5.663137021064759 (occurred at epoch 86) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:46<00:00, 7.68it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 2.877221 0.088606 27.282367 0.064581 0.029408 seed epochs num_batches 0 49 100 100 Seed: 50
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091 100%|██████████| 100/100 [00:12<00:00, 7.80it/s, avg_epoch_loss=7.23] INFO:root:Epoch[0] Elapsed time 12.827 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.228729 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.19it/s, avg_epoch_loss=6.84] INFO:root:Epoch[1] Elapsed time 12.215 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.835405 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.23it/s, avg_epoch_loss=6.74] INFO:root:Epoch[2] Elapsed time 12.155 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.737825 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 7.05it/s, avg_epoch_loss=6.59] INFO:root:Epoch[3] Elapsed time 14.201 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.594642 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.42it/s, avg_epoch_loss=6.58] INFO:root:Epoch[4] Elapsed time 15.577 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.576865 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.47it/s, avg_epoch_loss=6.41] INFO:root:Epoch[5] Elapsed time 13.392 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.406311 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.87it/s, avg_epoch_loss=6.54] INFO:root:Epoch[6] Elapsed time 12.713 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.537211 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.34it/s, avg_epoch_loss=6.34] INFO:root:Epoch[7] Elapsed time 15.791 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.344785 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.14it/s, avg_epoch_loss=6.32] INFO:root:Epoch[8] Elapsed time 12.296 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.322966 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.27it/s, avg_epoch_loss=6.32] INFO:root:Epoch[9] Elapsed time 12.100 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.320915 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.03it/s, avg_epoch_loss=6.26] INFO:root:Epoch[10] Elapsed time 12.467 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.258433 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.63it/s, avg_epoch_loss=6.27] INFO:root:Epoch[11] Elapsed time 13.115 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.266230 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.01it/s, avg_epoch_loss=6.15] INFO:root:Epoch[12] Elapsed time 12.483 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.150884 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.21it/s, avg_epoch_loss=6.17] INFO:root:Epoch[13] Elapsed time 12.188 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.165546 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.24it/s, avg_epoch_loss=6.18] INFO:root:Epoch[14] Elapsed time 12.143 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.177037 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.23it/s, avg_epoch_loss=6.1] INFO:root:Epoch[15] Elapsed time 12.157 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.104797 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.64it/s, avg_epoch_loss=6.12] INFO:root:Epoch[16] Elapsed time 13.101 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.123343 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.79it/s, avg_epoch_loss=6.12] INFO:root:Epoch[17] Elapsed time 14.731 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.118123 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.14it/s, avg_epoch_loss=6.08] INFO:root:Epoch[18] Elapsed time 12.289 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.082793 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.31it/s, avg_epoch_loss=6.13] INFO:root:Epoch[19] Elapsed time 12.043 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.126826 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=6.04] INFO:root:Epoch[20] Elapsed time 12.121 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.040112 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.22it/s, avg_epoch_loss=5.97] INFO:root:Epoch[21] Elapsed time 12.168 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.971794 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.57it/s, avg_epoch_loss=6.05] INFO:root:Epoch[22] Elapsed time 11.683 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.045588 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.33it/s, avg_epoch_loss=5.99] INFO:root:Epoch[23] Elapsed time 12.006 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.985062 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.48it/s, avg_epoch_loss=6.01] INFO:root:Epoch[24] Elapsed time 11.804 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.011711 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.46it/s, avg_epoch_loss=5.93] INFO:root:Epoch[25] Elapsed time 11.824 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.932906 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.69it/s, avg_epoch_loss=5.92] INFO:root:Epoch[26] Elapsed time 14.961 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.924470 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.19it/s, avg_epoch_loss=5.95] INFO:root:Epoch[27] Elapsed time 12.216 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.946421 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.31it/s, avg_epoch_loss=5.96] INFO:root:Epoch[28] Elapsed time 12.048 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.960934 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.59it/s, avg_epoch_loss=5.97] INFO:root:Epoch[29] Elapsed time 13.184 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.966048 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.51it/s, avg_epoch_loss=5.95] INFO:root:Epoch[30] Elapsed time 11.757 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.954390 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.04it/s, avg_epoch_loss=5.92] INFO:root:Epoch[31] Elapsed time 12.439 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.915516 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.34it/s, avg_epoch_loss=5.95] INFO:root:Epoch[32] Elapsed time 12.001 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.948642 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.36it/s, avg_epoch_loss=5.95] INFO:root:Epoch[33] Elapsed time 13.593 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.951161 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.01it/s, avg_epoch_loss=5.86] INFO:root:Epoch[34] Elapsed time 12.491 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.855336 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.92it/s, avg_epoch_loss=5.86] INFO:root:Epoch[35] Elapsed time 12.630 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.856368 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.59it/s, avg_epoch_loss=5.92] INFO:root:Epoch[36] Elapsed time 17.893 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.924168 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.72it/s, avg_epoch_loss=5.9] INFO:root:Epoch[37] Elapsed time 14.894 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.898251 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.27it/s, avg_epoch_loss=5.89] INFO:root:Epoch[38] Elapsed time 13.760 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.891523 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.12it/s, avg_epoch_loss=5.92] INFO:root:Epoch[39] Elapsed time 12.321 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.918667 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.19it/s, avg_epoch_loss=5.91] INFO:root:Epoch[40] Elapsed time 12.220 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.913063 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.54it/s, avg_epoch_loss=5.85] INFO:root:Epoch[41] Elapsed time 11.710 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.848602 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.23it/s, avg_epoch_loss=5.84] INFO:root:Epoch[42] Elapsed time 12.162 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.837789 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.28it/s, avg_epoch_loss=5.82] INFO:root:Epoch[43] Elapsed time 12.087 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.822264 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.90it/s, avg_epoch_loss=5.84] INFO:root:Epoch[44] Elapsed time 12.674 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.835260 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.79it/s, avg_epoch_loss=5.89] INFO:root:Epoch[45] Elapsed time 17.267 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.890915 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.91it/s, avg_epoch_loss=5.86] INFO:root:Epoch[46] Elapsed time 14.479 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.858668 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.39it/s, avg_epoch_loss=5.86] INFO:root:Epoch[47] Elapsed time 15.654 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.864999 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.21it/s, avg_epoch_loss=5.84] INFO:root:Epoch[48] Elapsed time 13.870 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.837332 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.49it/s, avg_epoch_loss=5.82] INFO:root:Epoch[49] Elapsed time 15.426 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.818415 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.33it/s, avg_epoch_loss=5.89] INFO:root:Epoch[50] Elapsed time 13.655 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.894713 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.69it/s, avg_epoch_loss=5.86] INFO:root:Epoch[51] Elapsed time 13.018 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.857520 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.80it/s, avg_epoch_loss=5.8] INFO:root:Epoch[52] Elapsed time 14.716 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.801796 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 5.91it/s, avg_epoch_loss=5.83] INFO:root:Epoch[53] Elapsed time 16.936 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.830677 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.00it/s, avg_epoch_loss=5.8] INFO:root:Epoch[54] Elapsed time 12.505 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.798844 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.55it/s, avg_epoch_loss=5.78] INFO:root:Epoch[55] Elapsed time 11.699 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.779578 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.15it/s, avg_epoch_loss=5.81] INFO:root:Epoch[56] Elapsed time 12.281 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.811381 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.42it/s, avg_epoch_loss=5.76] INFO:root:Epoch[57] Elapsed time 13.481 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.764379 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.17it/s, avg_epoch_loss=5.78] INFO:root:Epoch[58] Elapsed time 12.242 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.777058 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.92it/s, avg_epoch_loss=5.83] INFO:root:Epoch[59] Elapsed time 12.629 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.825389 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.92it/s, avg_epoch_loss=5.79] INFO:root:Epoch[60] Elapsed time 12.623 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.793710 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.32it/s, avg_epoch_loss=5.8] INFO:root:Epoch[61] Elapsed time 13.666 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.799821 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.87it/s, avg_epoch_loss=5.84] INFO:root:Epoch[62] Elapsed time 17.032 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.840043 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.56it/s, avg_epoch_loss=5.82] INFO:root:Epoch[63] Elapsed time 13.237 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.824005 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.94it/s, avg_epoch_loss=5.83] INFO:root:Epoch[64] Elapsed time 12.600 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.827378 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.10it/s, avg_epoch_loss=5.73] INFO:root:Epoch[65] Elapsed time 12.354 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.734229 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.58it/s, avg_epoch_loss=5.8] INFO:root:Epoch[66] Elapsed time 13.200 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.795017 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.88it/s, avg_epoch_loss=5.8] INFO:root:Epoch[67] Elapsed time 12.701 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.796708 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.50it/s, avg_epoch_loss=5.75] INFO:root:Epoch[68] Elapsed time 13.344 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.748215 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.04it/s, avg_epoch_loss=5.82] INFO:root:Epoch[69] Elapsed time 12.442 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.821447 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.15it/s, avg_epoch_loss=5.77] INFO:root:Epoch[70] Elapsed time 12.284 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.769118 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.81it/s, avg_epoch_loss=5.74] INFO:root:Epoch[71] Elapsed time 17.227 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.742428 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.68it/s, avg_epoch_loss=5.82] INFO:root:Epoch[72] Elapsed time 14.986 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.816377 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.27it/s, avg_epoch_loss=5.77] INFO:root:Epoch[73] Elapsed time 12.107 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.771947 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.65it/s, avg_epoch_loss=5.73] INFO:root:Epoch[74] Elapsed time 13.079 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.725435 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.79it/s, avg_epoch_loss=5.75] INFO:root:Epoch[75] Elapsed time 12.838 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.749768 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.01it/s, avg_epoch_loss=5.74] INFO:root:Epoch[76] Elapsed time 12.491 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.744976 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.96it/s, avg_epoch_loss=5.77] INFO:root:Epoch[77] Elapsed time 12.574 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.766732 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.18it/s, avg_epoch_loss=5.81] INFO:root:Epoch[78] Elapsed time 12.236 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.813107 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.12it/s, avg_epoch_loss=5.72] INFO:root:Epoch[79] Elapsed time 12.321 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.717627 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.21it/s, avg_epoch_loss=5.73] INFO:root:Epoch[80] Elapsed time 16.097 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.733802 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.05it/s, avg_epoch_loss=5.74] INFO:root:Epoch[81] Elapsed time 12.428 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.739891 INFO:root:Epoch[82] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.04it/s, avg_epoch_loss=5.76] INFO:root:Epoch[82] Elapsed time 12.449 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.756142 INFO:root:Epoch[83] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.13it/s, avg_epoch_loss=5.75] INFO:root:Epoch[83] Elapsed time 12.303 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.751527 INFO:root:Epoch[84] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.01it/s, avg_epoch_loss=5.74] INFO:root:Epoch[84] Elapsed time 12.492 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.735324 INFO:root:Epoch[85] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.24it/s, avg_epoch_loss=5.76] INFO:root:Epoch[85] Elapsed time 12.142 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.756590 INFO:root:Epoch[86] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.18it/s, avg_epoch_loss=5.79] INFO:root:Epoch[86] Elapsed time 12.232 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.785624 INFO:root:Epoch[87] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.90it/s, avg_epoch_loss=5.73] INFO:root:Epoch[87] Elapsed time 12.662 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.728689 INFO:root:Epoch[88] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.06it/s, avg_epoch_loss=5.69] INFO:root:Epoch[88] Elapsed time 12.417 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.687080 INFO:root:Epoch[89] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.74it/s, avg_epoch_loss=5.71] INFO:root:Epoch[89] Elapsed time 14.846 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.712210 INFO:root:Epoch[90] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.41it/s, avg_epoch_loss=5.71] INFO:root:Epoch[90] Elapsed time 13.505 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.707989 INFO:root:Epoch[91] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.99it/s, avg_epoch_loss=5.67] INFO:root:Epoch[91] Elapsed time 12.529 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.666738 INFO:root:Epoch[92] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.31it/s, avg_epoch_loss=5.73] INFO:root:Epoch[92] Elapsed time 12.038 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.726013 INFO:root:Epoch[93] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.15it/s, avg_epoch_loss=5.75] INFO:root:Epoch[93] Elapsed time 12.282 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.748053 INFO:root:Epoch[94] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.82it/s, avg_epoch_loss=5.67] INFO:root:Epoch[94] Elapsed time 12.788 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.669202 INFO:root:Epoch[95] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.82it/s, avg_epoch_loss=5.69] INFO:root:Epoch[95] Elapsed time 12.802 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.688938 INFO:root:Epoch[96] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.01it/s, avg_epoch_loss=5.75] INFO:root:Epoch[96] Elapsed time 12.496 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.745300 INFO:root:Epoch[97] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.96it/s, avg_epoch_loss=5.71] INFO:root:Epoch[97] Elapsed time 12.562 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.709602 INFO:root:Epoch[98] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.75it/s, avg_epoch_loss=5.75] INFO:root:Epoch[98] Elapsed time 12.905 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.754646 INFO:root:Epoch[99] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.58it/s, avg_epoch_loss=5.69] INFO:root:Epoch[99] Elapsed time 15.204 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.692300 INFO:root:Loading parameters from best epoch (91) INFO:root:Final loss: 5.666738166809082 (occurred at epoch 91) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:46<00:00, 7.64it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 2.921541 0.082299 35.811205 0.062046 0.031452 seed epochs num_batches 0 50 100 100 Seed: 51
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091 100%|██████████| 100/100 [00:14<00:00, 6.77it/s, avg_epoch_loss=7.21] INFO:root:Epoch[0] Elapsed time 14.784 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.214874 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.58it/s, avg_epoch_loss=6.77] INFO:root:Epoch[1] Elapsed time 13.193 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.766113 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.08it/s, avg_epoch_loss=6.62] INFO:root:Epoch[2] Elapsed time 12.378 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.616317 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.06it/s, avg_epoch_loss=6.46] INFO:root:Epoch[3] Elapsed time 12.407 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.457431 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.23it/s, avg_epoch_loss=6.33] INFO:root:Epoch[4] Elapsed time 16.063 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.332623 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.20it/s, avg_epoch_loss=6.27] INFO:root:Epoch[5] Elapsed time 12.203 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.266808 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.15it/s, avg_epoch_loss=6.24] INFO:root:Epoch[6] Elapsed time 12.280 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.238587 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.25it/s, avg_epoch_loss=6.22] INFO:root:Epoch[7] Elapsed time 12.126 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.222147 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.79it/s, avg_epoch_loss=6.14] INFO:root:Epoch[8] Elapsed time 12.837 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.140964 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.29it/s, avg_epoch_loss=6.04] INFO:root:Epoch[9] Elapsed time 12.072 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.042611 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.35it/s, avg_epoch_loss=6.13] INFO:root:Epoch[10] Elapsed time 11.985 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.134104 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.17it/s, avg_epoch_loss=6.11] INFO:root:Epoch[11] Elapsed time 12.253 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.108022 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.24it/s, avg_epoch_loss=6.05] INFO:root:Epoch[12] Elapsed time 12.139 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.045024 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.43it/s, avg_epoch_loss=6.07] INFO:root:Epoch[13] Elapsed time 13.466 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.065904 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 7.09it/s, avg_epoch_loss=6.04] INFO:root:Epoch[14] Elapsed time 14.103 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.038518 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.27it/s, avg_epoch_loss=5.99] INFO:root:Epoch[15] Elapsed time 12.104 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.993453 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.29it/s, avg_epoch_loss=6] INFO:root:Epoch[16] Elapsed time 12.075 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.004398 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.34it/s, avg_epoch_loss=5.97] INFO:root:Epoch[17] Elapsed time 11.999 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.967554 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.95it/s, avg_epoch_loss=5.94] INFO:root:Epoch[18] Elapsed time 12.593 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.936768 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.32it/s, avg_epoch_loss=5.92] INFO:root:Epoch[19] Elapsed time 12.028 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.917545 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.16it/s, avg_epoch_loss=5.94] INFO:root:Epoch[20] Elapsed time 12.267 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.935015 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.32it/s, avg_epoch_loss=5.97] INFO:root:Epoch[21] Elapsed time 12.031 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.974596 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.18it/s, avg_epoch_loss=5.99] INFO:root:Epoch[22] Elapsed time 12.228 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.990829 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.39it/s, avg_epoch_loss=5.96] INFO:root:Epoch[23] Elapsed time 15.653 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.959994 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.14it/s, avg_epoch_loss=5.89] INFO:root:Epoch[24] Elapsed time 12.284 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.891863 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.37it/s, avg_epoch_loss=5.88] INFO:root:Epoch[25] Elapsed time 11.960 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.879193 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.10it/s, avg_epoch_loss=5.9] INFO:root:Epoch[26] Elapsed time 12.353 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.901645 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.00it/s, avg_epoch_loss=5.93] INFO:root:Epoch[27] Elapsed time 12.511 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.927820 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.96it/s, avg_epoch_loss=5.9] INFO:root:Epoch[28] Elapsed time 12.566 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.900145 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=5.85] INFO:root:Epoch[29] Elapsed time 12.119 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.851422 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.01it/s, avg_epoch_loss=5.87] INFO:root:Epoch[30] Elapsed time 12.497 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.873382 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.17it/s, avg_epoch_loss=5.83] INFO:root:Epoch[31] Elapsed time 12.247 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.826512 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.42it/s, avg_epoch_loss=5.84] INFO:root:Epoch[32] Elapsed time 13.480 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.840147 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 7.00it/s, avg_epoch_loss=5.85] INFO:root:Epoch[33] Elapsed time 14.315 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.848325 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.12it/s, avg_epoch_loss=5.84] INFO:root:Epoch[34] Elapsed time 12.321 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.837858 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.17it/s, avg_epoch_loss=5.89] INFO:root:Epoch[35] Elapsed time 12.251 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.891840 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=5.79] INFO:root:Epoch[36] Elapsed time 12.120 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.794257 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.84it/s, avg_epoch_loss=5.83] INFO:root:Epoch[37] Elapsed time 12.760 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.827171 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.64it/s, avg_epoch_loss=5.84] INFO:root:Epoch[38] Elapsed time 13.101 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.839300 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.49it/s, avg_epoch_loss=5.86] INFO:root:Epoch[39] Elapsed time 13.361 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.864915 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.86it/s, avg_epoch_loss=5.77] INFO:root:Epoch[40] Elapsed time 12.722 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.774945 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.07it/s, avg_epoch_loss=5.74] INFO:root:Epoch[41] Elapsed time 12.397 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.738065 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.30it/s, avg_epoch_loss=5.79] INFO:root:Epoch[42] Elapsed time 15.875 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.785015 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.15it/s, avg_epoch_loss=5.91] INFO:root:Epoch[43] Elapsed time 12.279 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.911070 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.36it/s, avg_epoch_loss=5.79] INFO:root:Epoch[44] Elapsed time 11.974 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.794854 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.16it/s, avg_epoch_loss=5.83] INFO:root:Epoch[45] Elapsed time 12.263 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.832021 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.43it/s, avg_epoch_loss=5.76] INFO:root:Epoch[46] Elapsed time 13.474 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.764563 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.22it/s, avg_epoch_loss=5.81] INFO:root:Epoch[47] Elapsed time 13.858 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.808079 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.18it/s, avg_epoch_loss=5.76] INFO:root:Epoch[48] Elapsed time 12.231 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.758498 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.11it/s, avg_epoch_loss=5.78] INFO:root:Epoch[49] Elapsed time 12.329 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.778547 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.06it/s, avg_epoch_loss=5.79] INFO:root:Epoch[50] Elapsed time 12.419 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.790727 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.60it/s, avg_epoch_loss=5.79] INFO:root:Epoch[51] Elapsed time 15.152 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.791047 INFO:root:Loading parameters from best epoch (41) INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.96it/s, avg_epoch_loss=5.78] INFO:root:Epoch[52] Elapsed time 12.565 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.777239 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.21it/s, avg_epoch_loss=5.76] INFO:root:Epoch[53] Elapsed time 12.193 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.758589 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.14it/s, avg_epoch_loss=5.72] INFO:root:Epoch[54] Elapsed time 12.283 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.717461 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:11<00:00, 8.36it/s, avg_epoch_loss=5.7] INFO:root:Epoch[55] Elapsed time 11.975 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.703874 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.07it/s, avg_epoch_loss=5.71] INFO:root:Epoch[56] Elapsed time 12.392 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.713715 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.05it/s, avg_epoch_loss=5.73] INFO:root:Epoch[57] Elapsed time 12.430 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.730176 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.74it/s, avg_epoch_loss=5.77] INFO:root:Epoch[58] Elapsed time 12.929 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.772201 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.90it/s, avg_epoch_loss=5.72] INFO:root:Epoch[59] Elapsed time 12.657 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.715038 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:14<00:00, 6.98it/s, avg_epoch_loss=5.71] INFO:root:Epoch[60] Elapsed time 14.339 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.705426 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:14<00:00, 7.10it/s, avg_epoch_loss=5.76] INFO:root:Epoch[61] Elapsed time 14.090 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.759930 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.33it/s, avg_epoch_loss=5.74] INFO:root:Epoch[62] Elapsed time 12.017 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.736381 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:11<00:00, 8.35it/s, avg_epoch_loss=5.72] INFO:root:Epoch[63] Elapsed time 11.989 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.720507 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.12it/s, avg_epoch_loss=5.77] INFO:root:Epoch[64] Elapsed time 12.323 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.772664 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 7.98it/s, avg_epoch_loss=5.7] INFO:root:Epoch[65] Elapsed time 12.539 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.696573 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.31it/s, avg_epoch_loss=5.75] INFO:root:Epoch[66] Elapsed time 12.041 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.753707 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.25it/s, avg_epoch_loss=5.73] INFO:root:Epoch[67] Elapsed time 12.134 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.732679 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.19it/s, avg_epoch_loss=5.72] INFO:root:Epoch[68] Elapsed time 12.215 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.724723 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.16it/s, avg_epoch_loss=5.74] INFO:root:Epoch[69] Elapsed time 12.268 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.739416 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:15<00:00, 6.42it/s, avg_epoch_loss=5.74] INFO:root:Epoch[70] Elapsed time 15.571 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.736823 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.18it/s, avg_epoch_loss=5.74] INFO:root:Epoch[71] Elapsed time 12.233 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.741144 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.21it/s, avg_epoch_loss=5.74] INFO:root:Epoch[72] Elapsed time 12.190 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.742276 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.25it/s, avg_epoch_loss=5.73] INFO:root:Epoch[73] Elapsed time 12.126 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.726250 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.20it/s, avg_epoch_loss=5.69] INFO:root:Epoch[74] Elapsed time 12.200 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.687006 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.11it/s, avg_epoch_loss=5.66] INFO:root:Epoch[75] Elapsed time 12.338 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.660340 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.24it/s, avg_epoch_loss=5.72] INFO:root:Epoch[76] Elapsed time 12.141 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.724019 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.13it/s, avg_epoch_loss=5.74] INFO:root:Epoch[77] Elapsed time 12.299 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.738150 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.28it/s, avg_epoch_loss=5.7] INFO:root:Epoch[78] Elapsed time 12.090 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.698316 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:14<00:00, 7.00it/s, avg_epoch_loss=5.73] INFO:root:Epoch[79] Elapsed time 14.285 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.725251 INFO:root:Epoch[80] Learning rate is 0.0005 100%|██████████| 100/100 [00:13<00:00, 7.33it/s, avg_epoch_loss=5.72] INFO:root:Epoch[80] Elapsed time 13.653 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.715454 INFO:root:Epoch[81] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.21it/s, avg_epoch_loss=5.66] INFO:root:Epoch[81] Elapsed time 12.182 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.663060 INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.31it/s, avg_epoch_loss=5.76] INFO:root:Epoch[82] Elapsed time 12.042 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.759076 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.18it/s, avg_epoch_loss=5.73] INFO:root:Epoch[83] Elapsed time 12.233 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.732346 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.03it/s, avg_epoch_loss=5.7] INFO:root:Epoch[84] Elapsed time 12.461 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.702303 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:12<00:00, 8.15it/s, avg_epoch_loss=5.72] INFO:root:Epoch[85] Elapsed time 12.282 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.724835 INFO:root:Loading parameters from best epoch (75) INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.25it/s, avg_epoch_loss=5.72] INFO:root:Epoch[86] Elapsed time 12.131 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.717906 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.10it/s, avg_epoch_loss=5.72] INFO:root:Epoch[87] Elapsed time 12.350 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.720275 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.08it/s, avg_epoch_loss=5.67] INFO:root:Epoch[88] Elapsed time 12.383 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.673392 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:16<00:00, 5.98it/s, avg_epoch_loss=5.65] INFO:root:Epoch[89] Elapsed time 16.717 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.653647 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.05it/s, avg_epoch_loss=5.7] INFO:root:Epoch[90] Elapsed time 12.431 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.703575 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.12it/s, avg_epoch_loss=5.69] INFO:root:Epoch[91] Elapsed time 12.316 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.688824 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.72it/s, avg_epoch_loss=5.64] INFO:root:Epoch[92] Elapsed time 12.962 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.644285 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.56it/s, avg_epoch_loss=5.74] INFO:root:Epoch[93] Elapsed time 13.228 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.739638 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.16it/s, avg_epoch_loss=5.68] INFO:root:Epoch[94] Elapsed time 12.260 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.681211 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.17it/s, avg_epoch_loss=5.65] INFO:root:Epoch[95] Elapsed time 12.243 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.649074 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 8.05it/s, avg_epoch_loss=5.69] INFO:root:Epoch[96] Elapsed time 12.424 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.692654 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:11<00:00, 8.46it/s, avg_epoch_loss=5.63] INFO:root:Epoch[97] Elapsed time 11.834 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.626893 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:15<00:00, 6.53it/s, avg_epoch_loss=5.68] INFO:root:Epoch[98] Elapsed time 15.323 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.682153 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:12<00:00, 7.75it/s, avg_epoch_loss=5.68] INFO:root:Epoch[99] Elapsed time 12.918 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.675561 INFO:root:Loading parameters from best epoch (97) INFO:root:Final loss: 5.626893348693848 (occurred at epoch 97) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:45<00:00, 7.95it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 2.896752 0.082645 27.99451 0.062774 0.027616 51 epochs num_batches 0 100 100
Out[55]:
| MASE | sMAPE | MSIS | wQuantileLoss[0.5] | wQuantileLoss[0.9] | seed | epochs | num_batches | |
|---|---|---|---|---|---|---|---|---|
| 0 | 2.647697 | 0.086228 | 23.814200 | 0.063018 | 0.026098 | 42 | 100 | 100 |
| 0 | 2.623139 | 0.078814 | 25.410871 | 0.058675 | 0.027255 | 43 | 100 | 100 |
| 0 | 2.427714 | 0.080337 | 21.225715 | 0.058028 | 0.027024 | 44 | 100 | 100 |
| 0 | 2.532896 | 0.082743 | 22.532300 | 0.061719 | 0.027687 | 45 | 100 | 100 |
| 0 | 2.555657 | 0.080359 | 20.955645 | 0.059487 | 0.027132 | 46 | 100 | 100 |
| 0 | 2.974403 | 0.085861 | 25.400273 | 0.062869 | 0.027911 | 47 | 100 | 100 |
| 0 | 2.688655 | 0.078402 | 23.730044 | 0.058814 | 0.026328 | 48 | 100 | 100 |
| 0 | 2.877221 | 0.088606 | 27.282367 | 0.064581 | 0.029408 | 49 | 100 | 100 |
| 0 | 2.921541 | 0.082299 | 35.811205 | 0.062046 | 0.031452 | 50 | 100 | 100 |
| 0 | 2.896752 | 0.082645 | 27.994510 | 0.062774 | 0.027616 | 51 | 100 | 100 |
In [56]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_weekly", seed=i, epochs=100, batches=100)
pprint(df)
results = results.append(df)
results
Seed: 42
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593 100%|██████████| 100/100 [00:12<00:00, 8.07it/s, avg_epoch_loss=7.33] INFO:root:Epoch[0] Elapsed time 12.400 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.333318 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 7.14it/s, avg_epoch_loss=6.83] INFO:root:Epoch[1] Elapsed time 14.011 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.825292 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.31it/s, avg_epoch_loss=6.71] INFO:root:Epoch[2] Elapsed time 12.038 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.714820 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.41it/s, avg_epoch_loss=6.51] INFO:root:Epoch[3] Elapsed time 11.897 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.510188 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.62it/s, avg_epoch_loss=6.53] INFO:root:Epoch[4] Elapsed time 15.125 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.528825 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.08it/s, avg_epoch_loss=6.46] INFO:root:Epoch[5] Elapsed time 12.385 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.461730 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.33it/s, avg_epoch_loss=6.28] INFO:root:Epoch[6] Elapsed time 12.009 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.284714 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.27it/s, avg_epoch_loss=6.27] INFO:root:Epoch[7] Elapsed time 12.105 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.266698 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.49it/s, avg_epoch_loss=6.18] INFO:root:Epoch[8] Elapsed time 11.789 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.182585 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.52it/s, avg_epoch_loss=6.19] INFO:root:Epoch[9] Elapsed time 11.742 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.192165 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.06it/s, avg_epoch_loss=6.18] INFO:root:Epoch[10] Elapsed time 12.410 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.184971 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.70it/s, avg_epoch_loss=6.19] INFO:root:Epoch[11] Elapsed time 11.502 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.188330 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:11<00:00, 8.65it/s, avg_epoch_loss=6.16] INFO:root:Epoch[12] Elapsed time 11.573 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.164077 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.30it/s, avg_epoch_loss=6.13] INFO:root:Epoch[13] Elapsed time 12.057 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.134006 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.43it/s, avg_epoch_loss=6.01] INFO:root:Epoch[14] Elapsed time 15.569 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.014349 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.27it/s, avg_epoch_loss=6.13] INFO:root:Epoch[15] Elapsed time 13.759 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.129069 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.18it/s, avg_epoch_loss=6.09] INFO:root:Epoch[16] Elapsed time 13.934 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.091873 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.86it/s, avg_epoch_loss=6.07] INFO:root:Epoch[17] Elapsed time 12.732 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.074159 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.95it/s, avg_epoch_loss=5.97] INFO:root:Epoch[18] Elapsed time 14.405 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.969272 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.69it/s, avg_epoch_loss=6] INFO:root:Epoch[19] Elapsed time 13.020 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.000782 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.66it/s, avg_epoch_loss=6.04] INFO:root:Epoch[20] Elapsed time 15.030 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.044768 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.26it/s, avg_epoch_loss=5.95] INFO:root:Epoch[21] Elapsed time 15.975 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.949093 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.59it/s, avg_epoch_loss=5.95] INFO:root:Epoch[22] Elapsed time 17.910 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.954556 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.08it/s, avg_epoch_loss=5.98] INFO:root:Epoch[23] Elapsed time 16.455 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.976714 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.42it/s, avg_epoch_loss=5.91] INFO:root:Epoch[24] Elapsed time 13.492 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.908043 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.06it/s, avg_epoch_loss=5.95] INFO:root:Epoch[25] Elapsed time 12.421 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.953331 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.84it/s, avg_epoch_loss=5.93] INFO:root:Epoch[26] Elapsed time 17.134 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.929682 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:20<00:00, 4.92it/s, avg_epoch_loss=5.9] INFO:root:Epoch[27] Elapsed time 20.323 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.900228 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:19<00:00, 5.12it/s, avg_epoch_loss=5.9] INFO:root:Epoch[28] Elapsed time 19.552 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.904302 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.20it/s, avg_epoch_loss=5.97] INFO:root:Epoch[29] Elapsed time 23.840 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.965667 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.19it/s, avg_epoch_loss=5.91] INFO:root:Epoch[30] Elapsed time 16.153 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.910332 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.50it/s, avg_epoch_loss=5.88] INFO:root:Epoch[31] Elapsed time 13.333 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.879786 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.62it/s, avg_epoch_loss=5.87] INFO:root:Epoch[32] Elapsed time 15.113 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.867932 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.47it/s, avg_epoch_loss=5.88] INFO:root:Epoch[33] Elapsed time 13.396 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.878598 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.92it/s, avg_epoch_loss=5.89] INFO:root:Epoch[34] Elapsed time 12.629 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.886810 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.77it/s, avg_epoch_loss=5.88] INFO:root:Epoch[35] Elapsed time 12.878 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.877910 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 7.04it/s, avg_epoch_loss=5.84] INFO:root:Epoch[36] Elapsed time 14.218 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.835487 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.97it/s, avg_epoch_loss=5.86] INFO:root:Epoch[37] Elapsed time 14.355 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.861541 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.56it/s, avg_epoch_loss=5.87] INFO:root:Epoch[38] Elapsed time 13.231 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.865267 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.60it/s, avg_epoch_loss=5.89] INFO:root:Epoch[39] Elapsed time 13.164 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.887866 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.72it/s, avg_epoch_loss=5.86] INFO:root:Epoch[40] Elapsed time 12.962 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.856879 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.44it/s, avg_epoch_loss=5.84] INFO:root:Epoch[41] Elapsed time 13.445 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.844430 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.47it/s, avg_epoch_loss=5.88] INFO:root:Epoch[42] Elapsed time 13.389 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.881696 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.46it/s, avg_epoch_loss=5.8] INFO:root:Epoch[43] Elapsed time 13.420 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.798375 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.43it/s, avg_epoch_loss=5.82] INFO:root:Epoch[44] Elapsed time 13.466 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.817740 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.76it/s, avg_epoch_loss=5.78] INFO:root:Epoch[45] Elapsed time 12.901 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.777846 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.66it/s, avg_epoch_loss=5.9] INFO:root:Epoch[46] Elapsed time 17.664 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.903825 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.76it/s, avg_epoch_loss=5.82] INFO:root:Epoch[47] Elapsed time 12.896 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.820371 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.26it/s, avg_epoch_loss=5.9] INFO:root:Epoch[48] Elapsed time 12.122 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.902531 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.46it/s, avg_epoch_loss=5.86] INFO:root:Epoch[49] Elapsed time 13.412 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.861177 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.33it/s, avg_epoch_loss=5.82] INFO:root:Epoch[50] Elapsed time 13.662 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.815083 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.48it/s, avg_epoch_loss=5.77] INFO:root:Epoch[51] Elapsed time 13.392 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.769627 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.54it/s, avg_epoch_loss=5.84] INFO:root:Epoch[52] Elapsed time 13.268 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.838564 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.58it/s, avg_epoch_loss=5.78] INFO:root:Epoch[53] Elapsed time 13.202 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.777377 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.86it/s, avg_epoch_loss=5.79] INFO:root:Epoch[54] Elapsed time 14.582 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.791758 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.01it/s, avg_epoch_loss=5.81] INFO:root:Epoch[55] Elapsed time 16.640 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.810182 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.82it/s, avg_epoch_loss=5.73] INFO:root:Epoch[56] Elapsed time 12.789 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.726642 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.56it/s, avg_epoch_loss=5.8] INFO:root:Epoch[57] Elapsed time 13.240 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.804815 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.75it/s, avg_epoch_loss=5.79] INFO:root:Epoch[58] Elapsed time 12.912 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.785344 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.64it/s, avg_epoch_loss=5.74] INFO:root:Epoch[59] Elapsed time 13.099 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.742561 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.34it/s, avg_epoch_loss=5.81] INFO:root:Epoch[60] Elapsed time 18.746 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.805023 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.30it/s, avg_epoch_loss=5.84] INFO:root:Epoch[61] Elapsed time 13.729 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.836170 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.44it/s, avg_epoch_loss=5.78] INFO:root:Epoch[62] Elapsed time 18.406 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.779595 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:19<00:00, 5.09it/s, avg_epoch_loss=5.77] INFO:root:Epoch[63] Elapsed time 19.652 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.769810 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.91it/s, avg_epoch_loss=5.74] INFO:root:Epoch[64] Elapsed time 14.494 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.737663 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.97it/s, avg_epoch_loss=5.72] INFO:root:Epoch[65] Elapsed time 12.553 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.722882 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.56it/s, avg_epoch_loss=5.77] INFO:root:Epoch[66] Elapsed time 13.240 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.767682 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.03it/s, avg_epoch_loss=5.79] INFO:root:Epoch[67] Elapsed time 12.460 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.785010 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:10<00:00, 9.72it/s, avg_epoch_loss=5.71] INFO:root:Epoch[68] Elapsed time 10.297 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.711848 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:53<00:00, 1.87it/s, avg_epoch_loss=5.72] INFO:root:Epoch[69] Elapsed time 53.383 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.722854 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.28it/s, avg_epoch_loss=5.71] INFO:root:Epoch[70] Elapsed time 15.932 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.708506 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.68it/s, avg_epoch_loss=5.77] INFO:root:Epoch[71] Elapsed time 21.386 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.766787 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.78it/s, avg_epoch_loss=5.72] INFO:root:Epoch[72] Elapsed time 14.767 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.723969 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 8.06it/s, avg_epoch_loss=5.72] INFO:root:Epoch[73] Elapsed time 12.410 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.720925 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.44it/s, avg_epoch_loss=5.75] INFO:root:Epoch[74] Elapsed time 13.449 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.746610 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.48it/s, avg_epoch_loss=5.71] INFO:root:Epoch[75] Elapsed time 15.443 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.713437 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.17it/s, avg_epoch_loss=5.73] INFO:root:Epoch[76] Elapsed time 16.214 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.730055 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.70it/s, avg_epoch_loss=5.73] INFO:root:Epoch[77] Elapsed time 17.544 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.732899 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.03it/s, avg_epoch_loss=5.75] INFO:root:Epoch[78] Elapsed time 16.600 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.747011 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.61it/s, avg_epoch_loss=5.79] INFO:root:Epoch[79] Elapsed time 17.841 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.787063 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.32it/s, avg_epoch_loss=5.68] INFO:root:Epoch[80] Elapsed time 13.669 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.677233 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.44it/s, avg_epoch_loss=5.71] INFO:root:Epoch[81] Elapsed time 13.456 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.714430 INFO:root:Epoch[82] Learning rate is 0.001 100%|██████████| 100/100 [00:20<00:00, 4.92it/s, avg_epoch_loss=5.75] INFO:root:Epoch[82] Elapsed time 20.319 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.747247 INFO:root:Epoch[83] Learning rate is 0.001 100%|██████████| 100/100 [00:28<00:00, 3.45it/s, avg_epoch_loss=5.69] INFO:root:Epoch[83] Elapsed time 29.016 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.687046 INFO:root:Epoch[84] Learning rate is 0.001 100%|██████████| 100/100 [00:41<00:00, 2.41it/s, avg_epoch_loss=5.75] INFO:root:Epoch[84] Elapsed time 41.491 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.747534 INFO:root:Epoch[85] Learning rate is 0.001 100%|██████████| 100/100 [00:31<00:00, 3.22it/s, avg_epoch_loss=5.72] INFO:root:Epoch[85] Elapsed time 31.137 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.724902 INFO:root:Epoch[86] Learning rate is 0.001 100%|██████████| 100/100 [00:27<00:00, 3.63it/s, avg_epoch_loss=5.65] INFO:root:Epoch[86] Elapsed time 27.952 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.654176 INFO:root:Epoch[87] Learning rate is 0.001 100%|██████████| 100/100 [00:36<00:00, 2.73it/s, avg_epoch_loss=5.75] INFO:root:Epoch[87] Elapsed time 36.635 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.749496 INFO:root:Epoch[88] Learning rate is 0.001 100%|██████████| 100/100 [00:31<00:00, 3.21it/s, avg_epoch_loss=5.74] INFO:root:Epoch[88] Elapsed time 31.276 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.735107 INFO:root:Epoch[89] Learning rate is 0.001 100%|██████████| 100/100 [00:30<00:00, 3.30it/s, avg_epoch_loss=5.68] INFO:root:Epoch[89] Elapsed time 30.371 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.684093 INFO:root:Epoch[90] Learning rate is 0.001 100%|██████████| 100/100 [00:33<00:00, 2.96it/s, avg_epoch_loss=5.74] INFO:root:Epoch[90] Elapsed time 33.748 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.736474 INFO:root:Epoch[91] Learning rate is 0.001 100%|██████████| 100/100 [00:24<00:00, 4.16it/s, avg_epoch_loss=5.79] INFO:root:Epoch[91] Elapsed time 24.134 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.788729 INFO:root:Epoch[92] Learning rate is 0.001 100%|██████████| 100/100 [00:26<00:00, 3.73it/s, avg_epoch_loss=5.73] INFO:root:Epoch[92] Elapsed time 26.876 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.733317 INFO:root:Epoch[93] Learning rate is 0.001 100%|██████████| 100/100 [00:27<00:00, 3.58it/s, avg_epoch_loss=5.72] INFO:root:Epoch[93] Elapsed time 27.949 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.717582 INFO:root:Epoch[94] Learning rate is 0.001 100%|██████████| 100/100 [00:33<00:00, 2.99it/s, avg_epoch_loss=5.73] INFO:root:Epoch[94] Elapsed time 33.435 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.725746 INFO:root:Epoch[95] Learning rate is 0.001 100%|██████████| 100/100 [00:27<00:00, 3.66it/s, avg_epoch_loss=5.71] INFO:root:Epoch[95] Elapsed time 27.342 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.713206 INFO:root:Epoch[96] Learning rate is 0.001 100%|██████████| 100/100 [00:31<00:00, 3.21it/s, avg_epoch_loss=5.75] INFO:root:Epoch[96] Elapsed time 31.186 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.746612 INFO:root:Loading parameters from best epoch (86) INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:25<00:00, 3.85it/s, avg_epoch_loss=5.68] INFO:root:Epoch[97] Elapsed time 25.962 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.679395 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:28<00:00, 3.49it/s, avg_epoch_loss=5.63] INFO:root:Epoch[98] Elapsed time 28.717 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.627978 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:36<00:00, 2.77it/s, avg_epoch_loss=5.73] INFO:root:Epoch[99] Elapsed time 36.106 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.725068 INFO:root:Loading parameters from best epoch (98) INFO:root:Final loss: 5.627977833747864 (occurred at epoch 98) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [01:03<00:00, 5.67it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 2.675979 0.08395 29.957781 0.062653 0.031221 42 epochs num_batches 0 100 100 Seed: 43
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593 100%|██████████| 100/100 [00:56<00:00, 1.77it/s, avg_epoch_loss=7.66] INFO:root:Epoch[0] Elapsed time 56.605 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.661190 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:44<00:00, 2.25it/s, avg_epoch_loss=6.85] INFO:root:Epoch[1] Elapsed time 44.491 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.848373 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:30<00:00, 3.33it/s, avg_epoch_loss=6.67] INFO:root:Epoch[2] Elapsed time 30.095 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.670903 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [01:06<00:00, 1.50it/s, avg_epoch_loss=6.54] INFO:root:Epoch[3] Elapsed time 66.898 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.540962 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:30<00:00, 3.33it/s, avg_epoch_loss=6.43] INFO:root:Epoch[4] Elapsed time 30.077 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.433828 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:29<00:00, 3.34it/s, avg_epoch_loss=6.36] INFO:root:Epoch[5] Elapsed time 29.956 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.360309 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:31<00:00, 3.19it/s, avg_epoch_loss=6.29] INFO:root:Epoch[6] Elapsed time 31.392 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.291179 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:24<00:00, 4.05it/s, avg_epoch_loss=6.37] INFO:root:Epoch[7] Elapsed time 24.715 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.369812 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:30<00:00, 3.23it/s, avg_epoch_loss=6.26] INFO:root:Epoch[8] Elapsed time 31.004 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.255028 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:26<00:00, 3.80it/s, avg_epoch_loss=6.27] INFO:root:Epoch[9] Elapsed time 26.337 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.265120 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:33<00:00, 3.03it/s, avg_epoch_loss=6.21] INFO:root:Epoch[10] Elapsed time 33.092 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.206127 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:35<00:00, 2.84it/s, avg_epoch_loss=6.21] INFO:root:Epoch[11] Elapsed time 35.206 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.211544 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:29<00:00, 3.38it/s, avg_epoch_loss=6.14] INFO:root:Epoch[12] Elapsed time 29.627 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.136587 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:42<00:00, 2.36it/s, avg_epoch_loss=6.16] INFO:root:Epoch[13] Elapsed time 42.390 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.160798 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:31<00:00, 3.21it/s, avg_epoch_loss=6.2] INFO:root:Epoch[14] Elapsed time 31.316 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.202621 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:27<00:00, 3.59it/s, avg_epoch_loss=6.12] INFO:root:Epoch[15] Elapsed time 27.944 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.118660 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:27<00:00, 3.57it/s, avg_epoch_loss=6.06] INFO:root:Epoch[16] Elapsed time 27.999 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.055502 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:30<00:00, 3.29it/s, avg_epoch_loss=6.08] INFO:root:Epoch[17] Elapsed time 30.471 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.082539 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:26<00:00, 3.80it/s, avg_epoch_loss=5.99] INFO:root:Epoch[18] Elapsed time 26.355 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.985410 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:27<00:00, 3.62it/s, avg_epoch_loss=6.08] INFO:root:Epoch[19] Elapsed time 27.665 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.082775 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:26<00:00, 3.75it/s, avg_epoch_loss=6] INFO:root:Epoch[20] Elapsed time 26.735 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.999399 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:25<00:00, 3.85it/s, avg_epoch_loss=6.04] INFO:root:Epoch[21] Elapsed time 26.024 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.036689 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:32<00:00, 3.09it/s, avg_epoch_loss=5.97] INFO:root:Epoch[22] Elapsed time 32.369 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.965863 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:27<00:00, 3.68it/s, avg_epoch_loss=5.97] INFO:root:Epoch[23] Elapsed time 27.211 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.974503 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:34<00:00, 2.90it/s, avg_epoch_loss=5.97] INFO:root:Epoch[24] Elapsed time 34.490 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.973627 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:26<00:00, 3.74it/s, avg_epoch_loss=5.97] INFO:root:Epoch[25] Elapsed time 26.768 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.969337 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:21<00:00, 4.71it/s, avg_epoch_loss=6.02] INFO:root:Epoch[26] Elapsed time 21.241 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.020353 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:28<00:00, 3.49it/s, avg_epoch_loss=5.96] INFO:root:Epoch[27] Elapsed time 28.658 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.956323 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:33<00:00, 3.01it/s, avg_epoch_loss=5.92] INFO:root:Epoch[28] Elapsed time 33.288 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.921934 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.33it/s, avg_epoch_loss=5.92] INFO:root:Epoch[29] Elapsed time 23.130 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.924208 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:30<00:00, 3.30it/s, avg_epoch_loss=5.93] INFO:root:Epoch[30] Elapsed time 30.308 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.931159 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.27it/s, avg_epoch_loss=5.92] INFO:root:Epoch[31] Elapsed time 23.437 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.922536 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:22<00:00, 4.45it/s, avg_epoch_loss=5.9] INFO:root:Epoch[32] Elapsed time 22.502 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.897214 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:26<00:00, 3.78it/s, avg_epoch_loss=5.96] INFO:root:Epoch[33] Elapsed time 26.482 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.958332 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.34it/s, avg_epoch_loss=5.91] INFO:root:Epoch[39] Elapsed time 23.038 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.911841 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:29<00:00, 3.35it/s, avg_epoch_loss=5.86] INFO:root:Epoch[40] Elapsed time 29.878 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.855597 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:24<00:00, 4.14it/s, avg_epoch_loss=5.87] INFO:root:Epoch[41] Elapsed time 24.181 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.872640 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:28<00:00, 3.47it/s, avg_epoch_loss=5.83] INFO:root:Epoch[42] Elapsed time 28.797 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.834545 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:30<00:00, 3.30it/s, avg_epoch_loss=5.86] INFO:root:Epoch[43] Elapsed time 30.334 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.860839 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:30<00:00, 3.32it/s, avg_epoch_loss=5.9] INFO:root:Epoch[44] Elapsed time 30.114 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.897112 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.23it/s, avg_epoch_loss=5.81] INFO:root:Epoch[45] Elapsed time 23.664 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.808122 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.20it/s, avg_epoch_loss=5.82] INFO:root:Epoch[46] Elapsed time 23.827 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.815094 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:25<00:00, 3.85it/s, avg_epoch_loss=5.86] INFO:root:Epoch[47] Elapsed time 25.965 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.856158 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.19it/s, avg_epoch_loss=5.8] INFO:root:Epoch[48] Elapsed time 23.867 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.803900 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:36<00:00, 2.75it/s, avg_epoch_loss=5.8] INFO:root:Epoch[49] Elapsed time 36.411 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.796513 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:28<00:00, 3.54it/s, avg_epoch_loss=5.83] INFO:root:Epoch[50] Elapsed time 28.269 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.832140 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:24<00:00, 4.04it/s, avg_epoch_loss=5.83] INFO:root:Epoch[51] Elapsed time 24.777 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.834553 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:24<00:00, 4.06it/s, avg_epoch_loss=5.84] INFO:root:Epoch[52] Elapsed time 24.693 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.840849 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:33<00:00, 2.95it/s, avg_epoch_loss=5.79] INFO:root:Epoch[53] Elapsed time 33.886 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.792562 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:26<00:00, 3.72it/s, avg_epoch_loss=5.76] INFO:root:Epoch[54] Elapsed time 26.934 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.758972 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:24<00:00, 4.00it/s, avg_epoch_loss=5.78] INFO:root:Epoch[55] Elapsed time 25.026 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.780261 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:38<00:00, 2.57it/s, avg_epoch_loss=5.8] INFO:root:Epoch[56] Elapsed time 39.093 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.801337 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:26<00:00, 3.72it/s, avg_epoch_loss=5.82] INFO:root:Epoch[57] Elapsed time 27.027 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.824667 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:26<00:00, 3.84it/s, avg_epoch_loss=5.74] INFO:root:Epoch[58] Elapsed time 26.093 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.739061 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:27<00:00, 3.61it/s, avg_epoch_loss=5.8] INFO:root:Epoch[59] Elapsed time 27.700 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.795259 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:31<00:00, 3.22it/s, avg_epoch_loss=5.83] INFO:root:Epoch[60] Elapsed time 31.189 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.829568 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:29<00:00, 3.36it/s, avg_epoch_loss=5.8] INFO:root:Epoch[61] Elapsed time 29.771 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.796034 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:22<00:00, 4.39it/s, avg_epoch_loss=5.77] INFO:root:Epoch[62] Elapsed time 22.796 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.767253 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.21it/s, avg_epoch_loss=5.81] INFO:root:Epoch[63] Elapsed time 23.783 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.806801 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:22<00:00, 4.40it/s, avg_epoch_loss=5.84] INFO:root:Epoch[64] Elapsed time 22.738 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.844243 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.31it/s, avg_epoch_loss=5.79] INFO:root:Epoch[65] Elapsed time 23.218 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.785473 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:26<00:00, 3.74it/s, avg_epoch_loss=5.77] INFO:root:Epoch[66] Elapsed time 26.791 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.770522 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:24<00:00, 4.15it/s, avg_epoch_loss=5.78] INFO:root:Epoch[67] Elapsed time 24.105 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.780375 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:24<00:00, 4.04it/s, avg_epoch_loss=5.71] INFO:root:Epoch[68] Elapsed time 24.757 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.713560 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:26<00:00, 3.78it/s, avg_epoch_loss=5.76] INFO:root:Epoch[69] Elapsed time 26.500 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.757304 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:30<00:00, 3.33it/s, avg_epoch_loss=5.76] INFO:root:Epoch[70] Elapsed time 30.023 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.759200 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:27<00:00, 3.60it/s, avg_epoch_loss=5.75] INFO:root:Epoch[71] Elapsed time 27.818 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.746382 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:27<00:00, 3.60it/s, avg_epoch_loss=5.81] INFO:root:Epoch[72] Elapsed time 27.763 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.808871 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:25<00:00, 3.93it/s, avg_epoch_loss=5.72] INFO:root:Epoch[73] Elapsed time 25.463 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.724243 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:25<00:00, 3.92it/s, avg_epoch_loss=5.75] INFO:root:Epoch[74] Elapsed time 25.511 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.747468 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:28<00:00, 3.47it/s, avg_epoch_loss=5.77] INFO:root:Epoch[75] Elapsed time 28.849 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.772602 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:22<00:00, 4.50it/s, avg_epoch_loss=5.75] INFO:root:Epoch[76] Elapsed time 22.216 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.754008 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.19it/s, avg_epoch_loss=5.77] INFO:root:Epoch[77] Elapsed time 23.896 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.774737 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:29<00:00, 3.36it/s, avg_epoch_loss=5.76] INFO:root:Epoch[78] Elapsed time 29.818 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.755154 INFO:root:Loading parameters from best epoch (68) INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:32<00:00, 3.10it/s, avg_epoch_loss=5.73] INFO:root:Epoch[79] Elapsed time 32.275 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.725712 INFO:root:Epoch[80] Learning rate is 0.0005 100%|██████████| 100/100 [00:25<00:00, 3.98it/s, avg_epoch_loss=5.72] INFO:root:Epoch[80] Elapsed time 25.112 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.722851 INFO:root:Epoch[81] Learning rate is 0.0005 100%|██████████| 100/100 [00:28<00:00, 3.56it/s, avg_epoch_loss=5.71] INFO:root:Epoch[81] Elapsed time 28.113 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.708067 INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:25<00:00, 3.98it/s, avg_epoch_loss=5.74] INFO:root:Epoch[82] Elapsed time 25.143 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.736272 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:25<00:00, 3.96it/s, avg_epoch_loss=5.68] INFO:root:Epoch[83] Elapsed time 25.246 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.681827 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:31<00:00, 3.22it/s, avg_epoch_loss=5.73] INFO:root:Epoch[84] Elapsed time 31.074 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.734390 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:27<00:00, 3.62it/s, avg_epoch_loss=5.7] INFO:root:Epoch[85] Elapsed time 27.642 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.701656 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:26<00:00, 3.78it/s, avg_epoch_loss=5.72] INFO:root:Epoch[86] Elapsed time 26.437 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.715610 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:27<00:00, 3.59it/s, avg_epoch_loss=5.73] INFO:root:Epoch[87] Elapsed time 27.905 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.728943 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:29<00:00, 3.44it/s, avg_epoch_loss=5.7] INFO:root:Epoch[88] Elapsed time 29.108 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.704028 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:22<00:00, 4.45it/s, avg_epoch_loss=5.73] INFO:root:Epoch[89] Elapsed time 22.462 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.730169 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:24<00:00, 4.03it/s, avg_epoch_loss=5.69] INFO:root:Epoch[90] Elapsed time 24.810 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.691638 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:25<00:00, 3.92it/s, avg_epoch_loss=5.73] INFO:root:Epoch[91] Elapsed time 25.492 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.731114 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:27<00:00, 3.58it/s, avg_epoch_loss=5.72] INFO:root:Epoch[92] Elapsed time 27.951 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.717500 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:34<00:00, 2.92it/s, avg_epoch_loss=5.77] INFO:root:Epoch[93] Elapsed time 34.310 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.765095 INFO:root:Loading parameters from best epoch (83) INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:33<00:00, 2.98it/s, avg_epoch_loss=5.71] INFO:root:Epoch[94] Elapsed time 33.595 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.712376 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:36<00:00, 2.76it/s, avg_epoch_loss=5.71] INFO:root:Epoch[95] Elapsed time 36.190 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.711569 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:28<00:00, 3.46it/s, avg_epoch_loss=5.69] INFO:root:Epoch[96] Elapsed time 28.902 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.686888 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:24<00:00, 4.06it/s, avg_epoch_loss=5.69] INFO:root:Epoch[97] Elapsed time 24.631 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.688628 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:22<00:00, 4.35it/s, avg_epoch_loss=5.66] INFO:root:Epoch[98] Elapsed time 23.004 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.663662 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:22<00:00, 4.51it/s, avg_epoch_loss=5.65] INFO:root:Epoch[99] Elapsed time 22.196 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.649892 INFO:root:Loading parameters from best epoch (99) INFO:root:Final loss: 5.649892077445984 (occurred at epoch 99) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:43<00:00, 8.21it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 2.685703 0.083277 28.105718 0.061119 0.028726 seed epochs num_batches 0 43 100 100 Seed: 44
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593 100%|██████████| 100/100 [00:24<00:00, 4.11it/s, avg_epoch_loss=7.86] INFO:root:Epoch[0] Elapsed time 24.335 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.855830 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:22<00:00, 4.48it/s, avg_epoch_loss=6.88] INFO:root:Epoch[1] Elapsed time 22.314 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.882931 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:22<00:00, 4.39it/s, avg_epoch_loss=6.65] INFO:root:Epoch[2] Elapsed time 22.776 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.653240 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:22<00:00, 4.47it/s, avg_epoch_loss=6.41] INFO:root:Epoch[3] Elapsed time 22.391 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.414540 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:25<00:00, 3.93it/s, avg_epoch_loss=6.39] INFO:root:Epoch[4] Elapsed time 25.434 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.387606 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:26<00:00, 3.82it/s, avg_epoch_loss=6.27] INFO:root:Epoch[5] Elapsed time 26.184 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.265134 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:27<00:00, 3.69it/s, avg_epoch_loss=6.28] INFO:root:Epoch[6] Elapsed time 27.142 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.283264 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:25<00:00, 3.94it/s, avg_epoch_loss=6.23] INFO:root:Epoch[7] Elapsed time 25.385 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.234945 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:29<00:00, 3.34it/s, avg_epoch_loss=6.24] INFO:root:Epoch[8] Elapsed time 29.929 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.243549 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:27<00:00, 3.69it/s, avg_epoch_loss=6.19] INFO:root:Epoch[9] Elapsed time 27.102 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.192764 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:24<00:00, 4.11it/s, avg_epoch_loss=6.14] INFO:root:Epoch[10] Elapsed time 24.370 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.139506 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:25<00:00, 3.95it/s, avg_epoch_loss=6.07] INFO:root:Epoch[11] Elapsed time 25.358 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.071349 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.27it/s, avg_epoch_loss=6.08] INFO:root:Epoch[12] Elapsed time 23.425 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.078654 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:22<00:00, 4.38it/s, avg_epoch_loss=6.04] INFO:root:Epoch[13] Elapsed time 22.846 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.037660 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:28<00:00, 3.52it/s, avg_epoch_loss=6] INFO:root:Epoch[14] Elapsed time 28.427 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.003431 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:23<00:00, 4.24it/s, avg_epoch_loss=5.99] INFO:root:Epoch[15] Elapsed time 23.662 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.993652 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:26<00:00, 3.83it/s, avg_epoch_loss=6] INFO:root:Epoch[16] Elapsed time 26.132 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.999403 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:28<00:00, 3.53it/s, avg_epoch_loss=5.93] INFO:root:Epoch[17] Elapsed time 28.399 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.929711 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:32<00:00, 3.03it/s, avg_epoch_loss=5.93] INFO:root:Epoch[18] Elapsed time 33.046 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.925249 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:29<00:00, 3.37it/s, avg_epoch_loss=6.01] INFO:root:Epoch[19] Elapsed time 29.731 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.006029 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:28<00:00, 3.55it/s, avg_epoch_loss=5.9] INFO:root:Epoch[20] Elapsed time 28.168 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.895019 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:33<00:00, 3.01it/s, avg_epoch_loss=5.98] INFO:root:Epoch[21] Elapsed time 33.888 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.979299 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:34<00:00, 2.91it/s, avg_epoch_loss=5.96] INFO:root:Epoch[22] Elapsed time 34.391 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.962352 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:39<00:00, 2.55it/s, avg_epoch_loss=6.01] INFO:root:Epoch[23] Elapsed time 39.300 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.005038 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:28<00:00, 3.46it/s, avg_epoch_loss=5.96] INFO:root:Epoch[24] Elapsed time 30.607 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.963497 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:18<00:00, 5.27it/s, avg_epoch_loss=5.92] INFO:root:Epoch[25] Elapsed time 20.456 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.919824 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.85it/s, avg_epoch_loss=5.89] INFO:root:Epoch[26] Elapsed time 14.856 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.889421 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:16<00:00, 6.10it/s, avg_epoch_loss=5.97] INFO:root:Epoch[27] Elapsed time 16.396 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.965800 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:15<00:00, 6.41it/s, avg_epoch_loss=5.89] INFO:root:Epoch[28] Elapsed time 15.616 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.888266 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:17<00:00, 5.66it/s, avg_epoch_loss=5.83] INFO:root:Epoch[29] Elapsed time 17.666 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.829770 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.83it/s, avg_epoch_loss=5.87] INFO:root:Epoch[30] Elapsed time 12.785 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.869339 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:14<00:00, 6.78it/s, avg_epoch_loss=5.82] INFO:root:Epoch[31] Elapsed time 14.768 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.820508 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.35it/s, avg_epoch_loss=5.84] INFO:root:Epoch[32] Elapsed time 13.612 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.842917 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.65it/s, avg_epoch_loss=5.82] INFO:root:Epoch[33] Elapsed time 13.084 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.819719 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:10<00:00, 9.57it/s, avg_epoch_loss=5.84] INFO:root:Epoch[34] Elapsed time 10.458 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.839538 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:09<00:00, 10.81it/s, avg_epoch_loss=5.79] INFO:root:Epoch[35] Elapsed time 9.267 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.789768 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 12.46it/s, avg_epoch_loss=5.81] INFO:root:Epoch[36] Elapsed time 8.058 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.808795 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 12.17it/s, avg_epoch_loss=5.81] INFO:root:Epoch[37] Elapsed time 8.221 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.813696 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.71it/s, avg_epoch_loss=5.85] INFO:root:Epoch[38] Elapsed time 7.874 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.849112 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.12it/s, avg_epoch_loss=5.85] INFO:root:Epoch[39] Elapsed time 7.630 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.854930 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.23it/s, avg_epoch_loss=5.85] INFO:root:Epoch[40] Elapsed time 7.568 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.847315 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:09<00:00, 10.95it/s, avg_epoch_loss=5.85] INFO:root:Epoch[41] Elapsed time 9.141 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.851475 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.59it/s, avg_epoch_loss=5.84] INFO:root:Epoch[42] Elapsed time 8.645 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.842309 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.81it/s, avg_epoch_loss=5.83] INFO:root:Epoch[43] Elapsed time 7.822 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.826682 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.53it/s, avg_epoch_loss=5.81] INFO:root:Epoch[44] Elapsed time 7.999 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.807712 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.90it/s, avg_epoch_loss=5.7] INFO:root:Epoch[45] Elapsed time 7.764 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.701159 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.50it/s, avg_epoch_loss=5.82] INFO:root:Epoch[46] Elapsed time 7.415 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.820607 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.19it/s, avg_epoch_loss=5.77] INFO:root:Epoch[47] Elapsed time 7.586 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.773225 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.81it/s, avg_epoch_loss=5.81] INFO:root:Epoch[48] Elapsed time 7.817 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.811543 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.45it/s, avg_epoch_loss=5.78] INFO:root:Epoch[49] Elapsed time 8.737 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.778521 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 12.41it/s, avg_epoch_loss=5.82] INFO:root:Epoch[50] Elapsed time 8.067 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.823363 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.68it/s, avg_epoch_loss=5.76] INFO:root:Epoch[51] Elapsed time 7.328 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.760276 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.15it/s, avg_epoch_loss=5.78] INFO:root:Epoch[52] Elapsed time 7.073 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.780792 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.77] INFO:root:Epoch[53] Elapsed time 7.002 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.768115 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.97it/s, avg_epoch_loss=5.78] INFO:root:Epoch[54] Elapsed time 7.175 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.780194 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.07it/s, avg_epoch_loss=5.77] INFO:root:Epoch[55] Elapsed time 7.116 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.772562 INFO:root:Loading parameters from best epoch (45) INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 14.17it/s, avg_epoch_loss=5.73] INFO:root:Epoch[56] Elapsed time 7.062 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.734962 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 13.67it/s, avg_epoch_loss=5.69] INFO:root:Epoch[57] Elapsed time 7.325 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.687022 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 14.11it/s, avg_epoch_loss=5.76] INFO:root:Epoch[58] Elapsed time 7.094 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.761725 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 14.12it/s, avg_epoch_loss=5.73] INFO:root:Epoch[59] Elapsed time 7.092 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.733238 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 14.20it/s, avg_epoch_loss=5.71] INFO:root:Epoch[60] Elapsed time 7.050 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.710702 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 14.07it/s, avg_epoch_loss=5.77] INFO:root:Epoch[61] Elapsed time 7.119 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.770363 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 13.94it/s, avg_epoch_loss=5.72] INFO:root:Epoch[62] Elapsed time 7.184 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.720319 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 12.97it/s, avg_epoch_loss=5.74] INFO:root:Epoch[63] Elapsed time 7.719 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.738517 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 14.03it/s, avg_epoch_loss=5.77] INFO:root:Epoch[64] Elapsed time 7.135 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.767199 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 12.75it/s, avg_epoch_loss=5.73] INFO:root:Epoch[65] Elapsed time 7.848 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.733718 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:08<00:00, 11.66it/s, avg_epoch_loss=5.73] INFO:root:Epoch[66] Elapsed time 8.587 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.725127 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=5.75] INFO:root:Epoch[67] Elapsed time 7.081 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.753875 INFO:root:Loading parameters from best epoch (57) INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.09it/s, avg_epoch_loss=5.7] INFO:root:Epoch[68] Elapsed time 7.113 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.702431 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.16it/s, avg_epoch_loss=5.71] INFO:root:Epoch[69] Elapsed time 7.070 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.711573 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 13.06it/s, avg_epoch_loss=5.71] INFO:root:Epoch[70] Elapsed time 7.666 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.707704 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=5.71] INFO:root:Epoch[71] Elapsed time 7.085 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.709564 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.17it/s, avg_epoch_loss=5.67] INFO:root:Epoch[72] Elapsed time 7.066 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.672958 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.02it/s, avg_epoch_loss=5.81] INFO:root:Epoch[73] Elapsed time 7.139 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.809516 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 13.96it/s, avg_epoch_loss=5.74] INFO:root:Epoch[74] Elapsed time 7.173 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.735798 INFO:root:Epoch[75] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 12.69it/s, avg_epoch_loss=5.69] INFO:root:Epoch[75] Elapsed time 7.888 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.694645 INFO:root:Epoch[76] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.16it/s, avg_epoch_loss=5.75] INFO:root:Epoch[76] Elapsed time 7.067 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.745840 INFO:root:Epoch[77] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.00it/s, avg_epoch_loss=5.73] INFO:root:Epoch[77] Elapsed time 7.151 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.725764 INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.7] INFO:root:Epoch[78] Elapsed time 6.965 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.696369 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=5.77] INFO:root:Epoch[79] Elapsed time 7.078 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.767116 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=5.71] INFO:root:Epoch[80] Elapsed time 7.016 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.711163 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:08<00:00, 11.76it/s, avg_epoch_loss=5.74] INFO:root:Epoch[81] Elapsed time 8.512 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.735603 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:09<00:00, 10.40it/s, avg_epoch_loss=5.67] INFO:root:Epoch[82] Elapsed time 9.623 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.669526 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 13.62it/s, avg_epoch_loss=5.67] INFO:root:Epoch[83] Elapsed time 7.354 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.674586 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 13.54it/s, avg_epoch_loss=5.71] INFO:root:Epoch[84] Elapsed time 7.390 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.714368 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.39it/s, avg_epoch_loss=5.74] INFO:root:Epoch[85] Elapsed time 6.955 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.743578 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.22it/s, avg_epoch_loss=5.65] INFO:root:Epoch[86] Elapsed time 7.037 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.652335 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.05it/s, avg_epoch_loss=5.7] INFO:root:Epoch[87] Elapsed time 7.125 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.702729 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 13.77it/s, avg_epoch_loss=5.72] INFO:root:Epoch[88] Elapsed time 7.271 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.723835 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:08<00:00, 12.29it/s, avg_epoch_loss=5.77] INFO:root:Epoch[89] Elapsed time 8.141 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.770114 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 12.89it/s, avg_epoch_loss=5.68] INFO:root:Epoch[90] Elapsed time 7.763 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.677611 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 13.24it/s, avg_epoch_loss=5.64] INFO:root:Epoch[91] Elapsed time 7.559 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.642386 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:08<00:00, 12.21it/s, avg_epoch_loss=5.72] INFO:root:Epoch[92] Elapsed time 8.199 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.717855 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:08<00:00, 12.42it/s, avg_epoch_loss=5.71] INFO:root:Epoch[93] Elapsed time 8.061 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.710541 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.06it/s, avg_epoch_loss=5.68] INFO:root:Epoch[94] Elapsed time 7.118 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.678723 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.09it/s, avg_epoch_loss=5.71] INFO:root:Epoch[95] Elapsed time 7.108 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.711748 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.08it/s, avg_epoch_loss=5.66] INFO:root:Epoch[96] Elapsed time 7.111 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.657456 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 13.05it/s, avg_epoch_loss=5.74] INFO:root:Epoch[97] Elapsed time 7.672 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.744115 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:08<00:00, 11.72it/s, avg_epoch_loss=5.76] INFO:root:Epoch[98] Elapsed time 8.542 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.759220 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.18it/s, avg_epoch_loss=5.66] INFO:root:Epoch[99] Elapsed time 7.064 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.657466 INFO:root:Loading parameters from best epoch (91) INFO:root:Final loss: 5.642385997772217 (occurred at epoch 91) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:28<00:00, 12.42it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 2.553431 0.085053 22.71406 0.061923 0.028575 44 epochs num_batches 0 100 100 Seed: 45
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593 100%|██████████| 100/100 [00:07<00:00, 13.61it/s, avg_epoch_loss=7.41] INFO:root:Epoch[0] Elapsed time 7.355 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.407360 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.98it/s, avg_epoch_loss=6.79] INFO:root:Epoch[1] Elapsed time 7.157 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.794106 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=6.62] INFO:root:Epoch[2] Elapsed time 7.016 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.622933 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.26it/s, avg_epoch_loss=6.54] INFO:root:Epoch[3] Elapsed time 7.017 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.543541 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=6.44] INFO:root:Epoch[4] Elapsed time 6.979 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.442162 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.44it/s, avg_epoch_loss=6.34] INFO:root:Epoch[5] Elapsed time 6.941 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.343604 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.43it/s, avg_epoch_loss=6.35] INFO:root:Epoch[6] Elapsed time 6.937 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.346999 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=6.3] INFO:root:Epoch[7] Elapsed time 7.020 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.304530 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.22it/s, avg_epoch_loss=6.28] INFO:root:Epoch[8] Elapsed time 7.037 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.283793 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.47it/s, avg_epoch_loss=6.19] INFO:root:Epoch[9] Elapsed time 6.916 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.191884 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.77it/s, avg_epoch_loss=6.22] INFO:root:Epoch[10] Elapsed time 8.504 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.218350 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.93it/s, avg_epoch_loss=6.16] INFO:root:Epoch[11] Elapsed time 7.750 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.160849 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=6.1] INFO:root:Epoch[12] Elapsed time 7.036 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.096015 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=6.24] INFO:root:Epoch[13] Elapsed time 6.974 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.243623 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.26it/s, avg_epoch_loss=6.13] INFO:root:Epoch[14] Elapsed time 7.016 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.134322 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=6.1] INFO:root:Epoch[15] Elapsed time 7.014 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.101157 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=6.09] INFO:root:Epoch[16] Elapsed time 6.974 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.088195 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.26it/s, avg_epoch_loss=6.06] INFO:root:Epoch[17] Elapsed time 7.021 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.055008 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.77it/s, avg_epoch_loss=6.11] INFO:root:Epoch[18] Elapsed time 7.268 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.114183 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=6.03] INFO:root:Epoch[19] Elapsed time 7.002 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.034830 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=6.06] INFO:root:Epoch[20] Elapsed time 6.994 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.056369 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=6.02] INFO:root:Epoch[21] Elapsed time 6.974 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.023859 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.24it/s, avg_epoch_loss=6.01] INFO:root:Epoch[22] Elapsed time 7.559 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.009990 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.42it/s, avg_epoch_loss=5.98] INFO:root:Epoch[23] Elapsed time 7.457 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.975090 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.17it/s, avg_epoch_loss=5.95] INFO:root:Epoch[24] Elapsed time 7.064 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.949204 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.96] INFO:root:Epoch[25] Elapsed time 7.002 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.958420 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.46it/s, avg_epoch_loss=5.93] INFO:root:Epoch[26] Elapsed time 7.440 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.929246 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.48it/s, avg_epoch_loss=5.92] INFO:root:Epoch[27] Elapsed time 8.722 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.922512 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.24it/s, avg_epoch_loss=5.94] INFO:root:Epoch[28] Elapsed time 7.028 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.944839 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.28it/s, avg_epoch_loss=5.91] INFO:root:Epoch[29] Elapsed time 7.007 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.911067 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.95] INFO:root:Epoch[30] Elapsed time 6.938 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.951259 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.21it/s, avg_epoch_loss=5.96] INFO:root:Epoch[31] Elapsed time 7.042 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.962629 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.28it/s, avg_epoch_loss=5.89] INFO:root:Epoch[32] Elapsed time 7.009 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.893941 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.41it/s, avg_epoch_loss=5.91] INFO:root:Epoch[33] Elapsed time 6.946 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.910314 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.9] INFO:root:Epoch[34] Elapsed time 7.028 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.902165 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.79it/s, avg_epoch_loss=5.93] INFO:root:Epoch[35] Elapsed time 7.262 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.925392 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.26it/s, avg_epoch_loss=5.93] INFO:root:Epoch[36] Elapsed time 7.020 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.925147 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.9] INFO:root:Epoch[37] Elapsed time 6.963 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.898626 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.86] INFO:root:Epoch[38] Elapsed time 6.992 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.864582 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.92] INFO:root:Epoch[39] Elapsed time 6.969 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.921531 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.81it/s, avg_epoch_loss=5.85] INFO:root:Epoch[40] Elapsed time 7.245 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.846685 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.41it/s, avg_epoch_loss=5.85] INFO:root:Epoch[41] Elapsed time 8.769 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.847635 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:12<00:00, 7.86it/s, avg_epoch_loss=5.87] INFO:root:Epoch[42] Elapsed time 12.729 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.874538 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:10<00:00, 9.79it/s, avg_epoch_loss=5.92] INFO:root:Epoch[43] Elapsed time 10.246 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.923609 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.20it/s, avg_epoch_loss=5.89] INFO:root:Epoch[44] Elapsed time 7.051 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.889323 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=5.83] INFO:root:Epoch[45] Elapsed time 7.004 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.830804 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.84] INFO:root:Epoch[46] Elapsed time 7.007 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.839749 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.30it/s, avg_epoch_loss=5.82] INFO:root:Epoch[47] Elapsed time 7.527 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.824222 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.08it/s, avg_epoch_loss=5.88] INFO:root:Epoch[48] Elapsed time 7.109 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.877155 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.8] INFO:root:Epoch[49] Elapsed time 6.983 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.801311 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.64it/s, avg_epoch_loss=5.87] INFO:root:Epoch[50] Elapsed time 7.338 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.874798 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.18it/s, avg_epoch_loss=5.83] INFO:root:Epoch[51] Elapsed time 7.060 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.829143 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.81] INFO:root:Epoch[52] Elapsed time 6.984 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.811320 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.79] INFO:root:Epoch[53] Elapsed time 7.003 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.791901 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.81] INFO:root:Epoch[54] Elapsed time 6.996 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.811846 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.81] INFO:root:Epoch[55] Elapsed time 6.963 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.814743 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.53it/s, avg_epoch_loss=5.88] INFO:root:Epoch[56] Elapsed time 6.891 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.877350 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.50it/s, avg_epoch_loss=5.83] INFO:root:Epoch[57] Elapsed time 6.903 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.833087 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.39it/s, avg_epoch_loss=5.78] INFO:root:Epoch[58] Elapsed time 6.959 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.783702 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:09<00:00, 11.01it/s, avg_epoch_loss=5.78] INFO:root:Epoch[59] Elapsed time 9.088 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.777266 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.07it/s, avg_epoch_loss=5.81] INFO:root:Epoch[60] Elapsed time 7.114 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.810739 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=5.79] INFO:root:Epoch[61] Elapsed time 7.041 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.792214 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.8] INFO:root:Epoch[62] Elapsed time 6.976 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.797699 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=5.77] INFO:root:Epoch[63] Elapsed time 6.926 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.772976 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.79] INFO:root:Epoch[64] Elapsed time 6.986 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.785099 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.75] INFO:root:Epoch[65] Elapsed time 6.991 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.754168 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.21it/s, avg_epoch_loss=5.78] INFO:root:Epoch[66] Elapsed time 7.046 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.782413 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.89it/s, avg_epoch_loss=5.88] INFO:root:Epoch[67] Elapsed time 7.206 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.880165 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=5.78] INFO:root:Epoch[68] Elapsed time 7.034 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.775723 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.28it/s, avg_epoch_loss=5.77] INFO:root:Epoch[69] Elapsed time 7.010 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.766661 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.28it/s, avg_epoch_loss=5.8] INFO:root:Epoch[70] Elapsed time 7.538 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.795829 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=5.73] INFO:root:Epoch[71] Elapsed time 6.929 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.729523 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.73] INFO:root:Epoch[72] Elapsed time 6.988 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.731755 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=5.7] INFO:root:Epoch[73] Elapsed time 7.077 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.695781 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.76] INFO:root:Epoch[74] Elapsed time 6.984 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.764650 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.32it/s, avg_epoch_loss=5.78] INFO:root:Epoch[75] Elapsed time 7.518 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.778142 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.50it/s, avg_epoch_loss=5.75] INFO:root:Epoch[76] Elapsed time 8.708 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.746556 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.77] INFO:root:Epoch[77] Elapsed time 6.973 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.766676 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.75] INFO:root:Epoch[78] Elapsed time 6.986 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.752689 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.52it/s, avg_epoch_loss=5.76] INFO:root:Epoch[79] Elapsed time 6.894 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.762992 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=5.75] INFO:root:Epoch[80] Elapsed time 7.037 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.751795 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.83] INFO:root:Epoch[81] Elapsed time 6.952 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.830462 INFO:root:Epoch[82] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.74] INFO:root:Epoch[82] Elapsed time 6.979 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.743209 INFO:root:Epoch[83] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.72] INFO:root:Epoch[83] Elapsed time 6.991 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.720374 INFO:root:Loading parameters from best epoch (73) INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 13.90it/s, avg_epoch_loss=5.71] INFO:root:Epoch[84] Elapsed time 7.199 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.709373 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.76] INFO:root:Epoch[85] Elapsed time 6.965 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.758737 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.44it/s, avg_epoch_loss=5.7] INFO:root:Epoch[86] Elapsed time 6.933 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.699255 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.48it/s, avg_epoch_loss=5.64] INFO:root:Epoch[87] Elapsed time 6.915 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.642866 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 14.18it/s, avg_epoch_loss=5.7] INFO:root:Epoch[88] Elapsed time 7.057 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.702195 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.65] INFO:root:Epoch[89] Elapsed time 6.967 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.648978 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.73] INFO:root:Epoch[90] Elapsed time 6.965 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.725236 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.51it/s, avg_epoch_loss=5.71] INFO:root:Epoch[91] Elapsed time 6.902 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.705938 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:08<00:00, 12.48it/s, avg_epoch_loss=5.7] INFO:root:Epoch[92] Elapsed time 8.022 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.703954 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:08<00:00, 12.29it/s, avg_epoch_loss=5.67] INFO:root:Epoch[93] Elapsed time 8.144 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.668273 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.69] INFO:root:Epoch[94] Elapsed time 6.987 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.690335 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.69] INFO:root:Epoch[95] Elapsed time 6.974 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.692273 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.48it/s, avg_epoch_loss=5.69] INFO:root:Epoch[96] Elapsed time 6.913 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.685769 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=5.75] INFO:root:Epoch[97] Elapsed time 7.031 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.749042 INFO:root:Loading parameters from best epoch (87) INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.43it/s, avg_epoch_loss=5.67] INFO:root:Epoch[98] Elapsed time 6.935 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.670920 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.24it/s, avg_epoch_loss=5.67] INFO:root:Epoch[99] Elapsed time 7.035 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.672268 INFO:root:Loading parameters from best epoch (87) INFO:root:Final loss: 5.642865638732911 (occurred at epoch 87) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:28<00:00, 12.81it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 2.551216 0.083366 23.017125 0.061141 0.026905 seed epochs num_batches 0 45 100 100 Seed: 46
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593 100%|██████████| 100/100 [00:07<00:00, 14.00it/s, avg_epoch_loss=7.33] INFO:root:Epoch[0] Elapsed time 7.152 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.326514 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.81it/s, avg_epoch_loss=6.85] INFO:root:Epoch[1] Elapsed time 7.248 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.853384 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=6.62] INFO:root:Epoch[2] Elapsed time 6.992 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.617557 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=6.55] INFO:root:Epoch[3] Elapsed time 6.951 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.553704 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=6.43] INFO:root:Epoch[4] Elapsed time 6.979 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.429869 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.35it/s, avg_epoch_loss=6.39] INFO:root:Epoch[5] Elapsed time 8.819 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.388652 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.03it/s, avg_epoch_loss=6.28] INFO:root:Epoch[6] Elapsed time 7.682 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.277122 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.87it/s, avg_epoch_loss=6.33] INFO:root:Epoch[7] Elapsed time 7.215 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.331094 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.95it/s, avg_epoch_loss=6.26] INFO:root:Epoch[8] Elapsed time 7.172 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.262455 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=6.24] INFO:root:Epoch[9] Elapsed time 6.999 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.240632 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=6.19] INFO:root:Epoch[10] Elapsed time 6.968 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.189171 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=6.17] INFO:root:Epoch[11] Elapsed time 6.938 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.167964 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=6.16] INFO:root:Epoch[12] Elapsed time 6.950 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.161997 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.94it/s, avg_epoch_loss=6.11] INFO:root:Epoch[13] Elapsed time 7.180 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.109640 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=6.1] INFO:root:Epoch[14] Elapsed time 6.998 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.100541 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:10<00:00, 9.87it/s, avg_epoch_loss=6.15] INFO:root:Epoch[15] Elapsed time 10.140 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.149309 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.69it/s, avg_epoch_loss=6.03] INFO:root:Epoch[16] Elapsed time 6.814 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.031019 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.75it/s, avg_epoch_loss=6.09] INFO:root:Epoch[17] Elapsed time 6.785 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.087925 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=6.08] INFO:root:Epoch[18] Elapsed time 6.919 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.076971 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.02it/s, avg_epoch_loss=6.08] INFO:root:Epoch[19] Elapsed time 7.137 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.075176 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.44it/s, avg_epoch_loss=6.05] INFO:root:Epoch[20] Elapsed time 6.932 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.050919 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.64it/s, avg_epoch_loss=6.04] INFO:root:Epoch[21] Elapsed time 7.918 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.042809 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 12.29it/s, avg_epoch_loss=6.04] INFO:root:Epoch[22] Elapsed time 8.143 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.041685 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=5.92] INFO:root:Epoch[23] Elapsed time 7.034 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.924533 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=6.02] INFO:root:Epoch[24] Elapsed time 6.987 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.017843 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.98] INFO:root:Epoch[25] Elapsed time 6.966 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.978738 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.04it/s, avg_epoch_loss=5.95] INFO:root:Epoch[26] Elapsed time 7.674 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.953248 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.63it/s, avg_epoch_loss=5.87] INFO:root:Epoch[27] Elapsed time 7.343 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.869550 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=6.01] INFO:root:Epoch[28] Elapsed time 6.909 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.014109 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.02it/s, avg_epoch_loss=5.93] INFO:root:Epoch[29] Elapsed time 7.140 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.927252 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.10it/s, avg_epoch_loss=5.91] INFO:root:Epoch[30] Elapsed time 7.099 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.914822 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.94] INFO:root:Epoch[31] Elapsed time 6.962 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.944504 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.91] INFO:root:Epoch[32] Elapsed time 6.992 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.908494 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=5.91] INFO:root:Epoch[33] Elapsed time 6.982 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.912944 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.22it/s, avg_epoch_loss=5.9] INFO:root:Epoch[34] Elapsed time 7.040 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.899278 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=5.88] INFO:root:Epoch[35] Elapsed time 6.978 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.883797 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.9] INFO:root:Epoch[36] Elapsed time 6.951 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.896545 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.8] INFO:root:Epoch[37] Elapsed time 6.962 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.803066 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.93it/s, avg_epoch_loss=5.83] INFO:root:Epoch[38] Elapsed time 8.388 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.827635 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.24it/s, avg_epoch_loss=5.88] INFO:root:Epoch[39] Elapsed time 7.561 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.880891 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.24it/s, avg_epoch_loss=5.83] INFO:root:Epoch[40] Elapsed time 7.032 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.829377 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.58it/s, avg_epoch_loss=5.88] INFO:root:Epoch[41] Elapsed time 6.867 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.876272 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=5.85] INFO:root:Epoch[42] Elapsed time 6.826 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.850923 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.55it/s, avg_epoch_loss=5.84] INFO:root:Epoch[43] Elapsed time 6.882 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.840765 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.82] INFO:root:Epoch[44] Elapsed time 6.973 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.819349 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=5.86] INFO:root:Epoch[45] Elapsed time 6.921 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.858306 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.21it/s, avg_epoch_loss=5.82] INFO:root:Epoch[46] Elapsed time 7.045 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.816885 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.78it/s, avg_epoch_loss=5.9] INFO:root:Epoch[47] Elapsed time 7.274 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.895647 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=5.82] INFO:root:Epoch[48] Elapsed time 6.906 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.818002 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.76] INFO:root:Epoch[49] Elapsed time 6.968 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.760120 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 14.19it/s, avg_epoch_loss=5.78] INFO:root:Epoch[50] Elapsed time 7.054 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.784381 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.76] INFO:root:Epoch[51] Elapsed time 6.964 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.760735 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.81] INFO:root:Epoch[52] Elapsed time 6.970 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.808173 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.8] INFO:root:Epoch[53] Elapsed time 6.995 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.804233 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.86] INFO:root:Epoch[54] Elapsed time 6.952 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.859681 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:08<00:00, 11.63it/s, avg_epoch_loss=5.83] INFO:root:Epoch[55] Elapsed time 8.605 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.830442 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 13.27it/s, avg_epoch_loss=5.76] INFO:root:Epoch[56] Elapsed time 7.550 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.758245 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.72] INFO:root:Epoch[57] Elapsed time 6.958 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.718253 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.77] INFO:root:Epoch[58] Elapsed time 6.984 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.770625 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.8] INFO:root:Epoch[59] Elapsed time 6.993 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.803066 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.41it/s, avg_epoch_loss=5.74] INFO:root:Epoch[60] Elapsed time 6.948 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.744225 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 13.85it/s, avg_epoch_loss=5.8] INFO:root:Epoch[61] Elapsed time 7.229 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.801592 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=5.77] INFO:root:Epoch[62] Elapsed time 7.000 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.769968 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 13.81it/s, avg_epoch_loss=5.81] INFO:root:Epoch[63] Elapsed time 7.251 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.809895 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 14.19it/s, avg_epoch_loss=5.77] INFO:root:Epoch[64] Elapsed time 7.055 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.767517 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.79] INFO:root:Epoch[65] Elapsed time 6.987 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.792084 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.76] INFO:root:Epoch[66] Elapsed time 6.969 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.758705 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.75] INFO:root:Epoch[67] Elapsed time 6.958 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.752861 INFO:root:Loading parameters from best epoch (57) INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=5.74] INFO:root:Epoch[68] Elapsed time 6.909 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.740061 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=5.76] INFO:root:Epoch[69] Elapsed time 6.927 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.757008 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=5.79] INFO:root:Epoch[70] Elapsed time 6.928 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.789537 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=5.79] INFO:root:Epoch[71] Elapsed time 6.926 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.786311 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:08<00:00, 11.13it/s, avg_epoch_loss=5.79] INFO:root:Epoch[72] Elapsed time 9.000 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.788570 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.71] INFO:root:Epoch[73] Elapsed time 6.951 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.714600 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=5.74] INFO:root:Epoch[74] Elapsed time 6.857 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.737887 INFO:root:Epoch[75] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.77] INFO:root:Epoch[75] Elapsed time 6.942 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.770974 INFO:root:Epoch[76] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.43it/s, avg_epoch_loss=5.74] INFO:root:Epoch[76] Elapsed time 6.937 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.739164 INFO:root:Epoch[77] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.74] INFO:root:Epoch[77] Elapsed time 7.005 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.737818 INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.47it/s, avg_epoch_loss=5.73] INFO:root:Epoch[78] Elapsed time 6.920 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.725516 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.55it/s, avg_epoch_loss=5.75] INFO:root:Epoch[79] Elapsed time 6.881 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.754433 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 13.93it/s, avg_epoch_loss=5.79] INFO:root:Epoch[80] Elapsed time 7.187 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.790647 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.72] INFO:root:Epoch[81] Elapsed time 6.966 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.715717 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.78] INFO:root:Epoch[82] Elapsed time 7.006 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.782668 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.76] INFO:root:Epoch[83] Elapsed time 6.989 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.764860 INFO:root:Loading parameters from best epoch (73) INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.71] INFO:root:Epoch[84] Elapsed time 6.834 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.710327 INFO:root:Epoch[85] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=5.72] INFO:root:Epoch[85] Elapsed time 6.921 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.719993 INFO:root:Epoch[86] Learning rate is 0.000125 100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.76] INFO:root:Epoch[86] Elapsed time 7.024 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.756343 INFO:root:Epoch[87] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.41it/s, avg_epoch_loss=5.73] INFO:root:Epoch[87] Elapsed time 6.948 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.727774 INFO:root:Epoch[88] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.55it/s, avg_epoch_loss=5.7] INFO:root:Epoch[88] Elapsed time 6.879 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.703367 INFO:root:Epoch[89] Learning rate is 0.000125 100%|██████████| 100/100 [00:09<00:00, 10.42it/s, avg_epoch_loss=5.75] INFO:root:Epoch[89] Elapsed time 9.602 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.745924 INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.72] INFO:root:Epoch[90] Elapsed time 6.945 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.723570 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:07<00:00, 14.24it/s, avg_epoch_loss=5.73] INFO:root:Epoch[91] Elapsed time 7.029 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.734104 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.75] INFO:root:Epoch[92] Elapsed time 6.965 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.746691 INFO:root:Epoch[93] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.74] INFO:root:Epoch[93] Elapsed time 6.975 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.743275 INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.75] INFO:root:Epoch[94] Elapsed time 6.987 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.747240 INFO:root:Epoch[95] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.51it/s, avg_epoch_loss=5.78] INFO:root:Epoch[95] Elapsed time 6.898 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.780399 INFO:root:Epoch[96] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=5.75] INFO:root:Epoch[96] Elapsed time 6.999 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.748040 INFO:root:Epoch[97] Learning rate is 0.000125 100%|██████████| 100/100 [00:07<00:00, 13.87it/s, avg_epoch_loss=5.71] INFO:root:Epoch[97] Elapsed time 7.216 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.706107 INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=5.75] INFO:root:Epoch[98] Elapsed time 7.000 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.754765 INFO:root:Loading parameters from best epoch (88) INFO:root:Epoch[99] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=5.68] INFO:root:Epoch[99] Elapsed time 6.928 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.684669 INFO:root:Loading parameters from best epoch (99) INFO:root:Final loss: 5.6846688890457155 (occurred at epoch 99) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:27<00:00, 12.88it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 2.480305 0.092277 21.864018 0.06577 0.027685 seed epochs num_batches 0 46 100 100 Seed: 47
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593 100%|██████████| 100/100 [00:07<00:00, 13.86it/s, avg_epoch_loss=7.31] INFO:root:Epoch[0] Elapsed time 7.226 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.307405 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.18it/s, avg_epoch_loss=6.82] INFO:root:Epoch[1] Elapsed time 7.596 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.824542 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 12.30it/s, avg_epoch_loss=6.65] INFO:root:Epoch[2] Elapsed time 8.141 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.645937 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.44it/s, avg_epoch_loss=6.51] INFO:root:Epoch[3] Elapsed time 6.929 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.514965 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=6.4] INFO:root:Epoch[4] Elapsed time 6.928 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.399068 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.41it/s, avg_epoch_loss=6.43] INFO:root:Epoch[5] Elapsed time 6.947 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.430836 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.55it/s, avg_epoch_loss=6.33] INFO:root:Epoch[6] Elapsed time 7.387 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.330541 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=6.28] INFO:root:Epoch[7] Elapsed time 6.921 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.276941 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=6.28] INFO:root:Epoch[8] Elapsed time 6.979 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.276147 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=6.21] INFO:root:Epoch[9] Elapsed time 6.950 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.209697 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.05it/s, avg_epoch_loss=6.17] INFO:root:Epoch[10] Elapsed time 7.127 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.174452 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.48it/s, avg_epoch_loss=6.15] INFO:root:Epoch[11] Elapsed time 6.913 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.153126 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.47it/s, avg_epoch_loss=6.12] INFO:root:Epoch[12] Elapsed time 6.918 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.123460 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.41it/s, avg_epoch_loss=6.1] INFO:root:Epoch[13] Elapsed time 6.944 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.102419 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=6.05] INFO:root:Epoch[14] Elapsed time 6.994 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.053032 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=6.09] INFO:root:Epoch[15] Elapsed time 6.957 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.086316 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.54it/s, avg_epoch_loss=6.11] INFO:root:Epoch[16] Elapsed time 6.883 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.109646 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=6.01] INFO:root:Epoch[17] Elapsed time 6.982 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.013325 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.69it/s, avg_epoch_loss=6.06] INFO:root:Epoch[18] Elapsed time 7.887 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.062582 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 12.28it/s, avg_epoch_loss=6] INFO:root:Epoch[19] Elapsed time 8.154 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.995055 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=6.02] INFO:root:Epoch[20] Elapsed time 6.932 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.016232 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=6] INFO:root:Epoch[21] Elapsed time 6.907 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.996957 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=5.97] INFO:root:Epoch[22] Elapsed time 7.018 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.967053 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.50it/s, avg_epoch_loss=6] INFO:root:Epoch[23] Elapsed time 6.902 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.999037 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.93] INFO:root:Epoch[24] Elapsed time 6.976 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.927135 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.85] INFO:root:Epoch[25] Elapsed time 6.959 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.852278 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.19it/s, avg_epoch_loss=5.91] INFO:root:Epoch[26] Elapsed time 7.054 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.907231 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.18it/s, avg_epoch_loss=5.87] INFO:root:Epoch[27] Elapsed time 7.056 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.873768 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.41it/s, avg_epoch_loss=5.88] INFO:root:Epoch[28] Elapsed time 6.944 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.883086 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.87] INFO:root:Epoch[29] Elapsed time 6.995 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.872956 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.90it/s, avg_epoch_loss=5.92] INFO:root:Epoch[30] Elapsed time 7.197 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.919294 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.03it/s, avg_epoch_loss=5.9] INFO:root:Epoch[31] Elapsed time 7.682 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.902162 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=5.83] INFO:root:Epoch[32] Elapsed time 7.001 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.834052 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.85] INFO:root:Epoch[33] Elapsed time 7.022 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.853394 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.67it/s, avg_epoch_loss=5.86] INFO:root:Epoch[34] Elapsed time 7.320 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.855266 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.81it/s, avg_epoch_loss=5.82] INFO:root:Epoch[35] Elapsed time 7.245 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.816791 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.26it/s, avg_epoch_loss=5.85] INFO:root:Epoch[36] Elapsed time 7.019 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.845107 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 12.18it/s, avg_epoch_loss=5.89] INFO:root:Epoch[37] Elapsed time 8.215 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.890040 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.88it/s, avg_epoch_loss=5.8] INFO:root:Epoch[38] Elapsed time 7.210 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.795883 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.03it/s, avg_epoch_loss=5.84] INFO:root:Epoch[39] Elapsed time 7.136 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.839674 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=5.83] INFO:root:Epoch[40] Elapsed time 6.905 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.827419 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.72it/s, avg_epoch_loss=5.89] INFO:root:Epoch[41] Elapsed time 6.800 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.887025 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.62it/s, avg_epoch_loss=5.86] INFO:root:Epoch[42] Elapsed time 6.845 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.857496 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.05it/s, avg_epoch_loss=5.82] INFO:root:Epoch[43] Elapsed time 7.122 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.820421 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.82] INFO:root:Epoch[44] Elapsed time 6.942 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.821181 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=5.8] INFO:root:Epoch[45] Elapsed time 6.923 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.797272 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=5.8] INFO:root:Epoch[46] Elapsed time 6.863 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.796939 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.58it/s, avg_epoch_loss=5.83] INFO:root:Epoch[47] Elapsed time 6.864 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.831728 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.81] INFO:root:Epoch[48] Elapsed time 6.973 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.814375 INFO:root:Loading parameters from best epoch (38) INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=5.79] INFO:root:Epoch[49] Elapsed time 6.850 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.790324 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.57it/s, avg_epoch_loss=5.79] INFO:root:Epoch[50] Elapsed time 6.871 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.789923 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.48it/s, avg_epoch_loss=5.77] INFO:root:Epoch[51] Elapsed time 6.913 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.770289 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:08<00:00, 11.29it/s, avg_epoch_loss=5.73] INFO:root:Epoch[52] Elapsed time 8.860 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.734505 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.75] INFO:root:Epoch[53] Elapsed time 6.988 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.745626 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.53it/s, avg_epoch_loss=5.74] INFO:root:Epoch[54] Elapsed time 6.891 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.736200 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.41it/s, avg_epoch_loss=5.77] INFO:root:Epoch[55] Elapsed time 6.946 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.769463 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.76] INFO:root:Epoch[56] Elapsed time 6.967 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.756747 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=5.79] INFO:root:Epoch[57] Elapsed time 6.906 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.789210 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.77] INFO:root:Epoch[58] Elapsed time 6.835 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.771326 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.47it/s, avg_epoch_loss=5.74] INFO:root:Epoch[59] Elapsed time 6.916 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.742663 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 13.79it/s, avg_epoch_loss=5.77] INFO:root:Epoch[60] Elapsed time 7.258 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.765795 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=5.74] INFO:root:Epoch[61] Elapsed time 6.839 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.738571 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.56it/s, avg_epoch_loss=5.74] INFO:root:Epoch[62] Elapsed time 6.876 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.742568 INFO:root:Loading parameters from best epoch (52) INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.74] INFO:root:Epoch[63] Elapsed time 6.837 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.737122 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.44it/s, avg_epoch_loss=5.7] INFO:root:Epoch[64] Elapsed time 6.934 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.704691 INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.71it/s, avg_epoch_loss=5.67] INFO:root:Epoch[65] Elapsed time 6.801 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.670060 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.83it/s, avg_epoch_loss=5.7] INFO:root:Epoch[66] Elapsed time 6.749 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.702183 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.73it/s, avg_epoch_loss=5.69] INFO:root:Epoch[67] Elapsed time 6.795 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.693031 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.04it/s, avg_epoch_loss=5.72] INFO:root:Epoch[68] Elapsed time 7.129 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.720603 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:08<00:00, 11.51it/s, avg_epoch_loss=5.79] INFO:root:Epoch[69] Elapsed time 8.696 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.787555 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.17it/s, avg_epoch_loss=5.76] INFO:root:Epoch[70] Elapsed time 7.062 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.763017 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.69it/s, avg_epoch_loss=5.78] INFO:root:Epoch[71] Elapsed time 6.815 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.781592 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=5.74] INFO:root:Epoch[72] Elapsed time 6.922 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.744076 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.74] INFO:root:Epoch[73] Elapsed time 6.830 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.741253 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.51it/s, avg_epoch_loss=5.77] INFO:root:Epoch[74] Elapsed time 6.898 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.766386 INFO:root:Epoch[75] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.84it/s, avg_epoch_loss=5.73] INFO:root:Epoch[75] Elapsed time 6.746 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.730355 INFO:root:Loading parameters from best epoch (65) INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.82it/s, avg_epoch_loss=5.69] INFO:root:Epoch[76] Elapsed time 6.752 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.694461 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:07<00:00, 14.26it/s, avg_epoch_loss=5.71] INFO:root:Epoch[77] Elapsed time 7.017 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.712565 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:07<00:00, 12.78it/s, avg_epoch_loss=5.73] INFO:root:Epoch[78] Elapsed time 7.833 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.729505 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:07<00:00, 13.22it/s, avg_epoch_loss=5.72] INFO:root:Epoch[79] Elapsed time 7.569 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.722146 INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:08<00:00, 11.64it/s, avg_epoch_loss=5.75] INFO:root:Epoch[80] Elapsed time 8.598 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.746973 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:07<00:00, 13.62it/s, avg_epoch_loss=5.77] INFO:root:Epoch[81] Elapsed time 7.345 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.772177 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=5.74] INFO:root:Epoch[82] Elapsed time 6.858 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.740200 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:07<00:00, 14.04it/s, avg_epoch_loss=5.7] INFO:root:Epoch[83] Elapsed time 7.128 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.697719 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=5.73] INFO:root:Epoch[84] Elapsed time 6.853 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.729958 INFO:root:Epoch[85] Learning rate is 0.000125 100%|██████████| 100/100 [00:07<00:00, 12.64it/s, avg_epoch_loss=5.72] INFO:root:Epoch[85] Elapsed time 7.917 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.723471 INFO:root:Loading parameters from best epoch (65) INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:08<00:00, 12.34it/s, avg_epoch_loss=5.75] INFO:root:Epoch[86] Elapsed time 8.111 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.748716 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=5.69] INFO:root:Epoch[87] Elapsed time 6.857 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.689885 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:06<00:00, 14.76it/s, avg_epoch_loss=5.72] INFO:root:Epoch[88] Elapsed time 6.781 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.715627 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=5.72] INFO:root:Epoch[89] Elapsed time 6.844 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.719479 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:07<00:00, 13.67it/s, avg_epoch_loss=5.69] INFO:root:Epoch[90] Elapsed time 7.320 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.689017 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:06<00:00, 14.51it/s, avg_epoch_loss=5.72] INFO:root:Epoch[91] Elapsed time 6.897 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.720695 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=5.73] INFO:root:Epoch[92] Elapsed time 6.826 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.725329 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:06<00:00, 14.52it/s, avg_epoch_loss=5.76] INFO:root:Epoch[93] Elapsed time 6.892 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.757484 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:06<00:00, 14.50it/s, avg_epoch_loss=5.69] INFO:root:Epoch[94] Elapsed time 6.906 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.694091 INFO:root:Epoch[95] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=5.71] INFO:root:Epoch[95] Elapsed time 6.849 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.707492 INFO:root:Loading parameters from best epoch (65) INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:06<00:00, 14.75it/s, avg_epoch_loss=5.7] INFO:root:Epoch[96] Elapsed time 6.787 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.699424 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=5.74] INFO:root:Epoch[97] Elapsed time 6.762 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.741110 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.73] INFO:root:Epoch[98] Elapsed time 6.822 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.730117 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=5.74] INFO:root:Epoch[99] Elapsed time 6.928 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.735481 INFO:root:Loading parameters from best epoch (65) INFO:root:Final loss: 5.670059857368469 (occurred at epoch 65) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:29<00:00, 12.31it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 2.749931 0.083731 28.312247 0.060692 0.027068 seed epochs num_batches 0 47 100 100 Seed: 48
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593 100%|██████████| 100/100 [00:07<00:00, 14.18it/s, avg_epoch_loss=7.43] INFO:root:Epoch[0] Elapsed time 7.059 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.429280 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.85it/s, avg_epoch_loss=6.82] INFO:root:Epoch[1] Elapsed time 6.740 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.820354 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=6.67] INFO:root:Epoch[2] Elapsed time 6.817 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.670751 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.88it/s, avg_epoch_loss=6.51] INFO:root:Epoch[3] Elapsed time 6.727 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.511574 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=6.42] INFO:root:Epoch[4] Elapsed time 6.863 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.416396 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=6.38] INFO:root:Epoch[5] Elapsed time 6.774 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.375498 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=6.34] INFO:root:Epoch[6] Elapsed time 6.861 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.340908 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=6.33] INFO:root:Epoch[7] Elapsed time 7.077 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.332337 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=6.2] INFO:root:Epoch[8] Elapsed time 6.774 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.204300 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.55it/s, avg_epoch_loss=6.24] INFO:root:Epoch[9] Elapsed time 6.879 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.236644 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=6.13] INFO:root:Epoch[10] Elapsed time 6.835 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.133657 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=6.14] INFO:root:Epoch[11] Elapsed time 6.910 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.140325 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=6.14] INFO:root:Epoch[12] Elapsed time 6.793 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.136017 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.70it/s, avg_epoch_loss=6.16] INFO:root:Epoch[13] Elapsed time 6.811 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.161543 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=6.01] INFO:root:Epoch[14] Elapsed time 6.795 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.007811 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=6.08] INFO:root:Epoch[15] Elapsed time 7.080 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.078612 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.61it/s, avg_epoch_loss=6.03] INFO:root:Epoch[16] Elapsed time 8.621 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.031603 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.53it/s, avg_epoch_loss=6.03] INFO:root:Epoch[17] Elapsed time 6.887 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.030492 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.52it/s, avg_epoch_loss=5.98] INFO:root:Epoch[18] Elapsed time 6.892 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.975637 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.53it/s, avg_epoch_loss=5.98] INFO:root:Epoch[19] Elapsed time 6.891 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.984943 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.62it/s, avg_epoch_loss=6.02] INFO:root:Epoch[20] Elapsed time 6.843 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.024870 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=5.98] INFO:root:Epoch[21] Elapsed time 6.929 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.981125 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.44it/s, avg_epoch_loss=5.91] INFO:root:Epoch[22] Elapsed time 6.931 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.911573 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.71it/s, avg_epoch_loss=5.96] INFO:root:Epoch[23] Elapsed time 6.805 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.957669 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.20it/s, avg_epoch_loss=5.97] INFO:root:Epoch[24] Elapsed time 7.048 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.974013 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.96] INFO:root:Epoch[25] Elapsed time 6.768 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.957674 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.94] INFO:root:Epoch[26] Elapsed time 6.822 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.937190 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.84] INFO:root:Epoch[27] Elapsed time 6.823 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.842253 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.88] INFO:root:Epoch[28] Elapsed time 6.837 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.878004 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.73it/s, avg_epoch_loss=5.95] INFO:root:Epoch[29] Elapsed time 6.795 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.947598 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.58it/s, avg_epoch_loss=5.9] INFO:root:Epoch[30] Elapsed time 6.865 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.895888 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.87] INFO:root:Epoch[31] Elapsed time 6.759 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.871676 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.72it/s, avg_epoch_loss=5.87] INFO:root:Epoch[32] Elapsed time 6.799 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.874001 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:09<00:00, 10.76it/s, avg_epoch_loss=5.93] INFO:root:Epoch[33] Elapsed time 9.299 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.926775 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.22it/s, avg_epoch_loss=5.85] INFO:root:Epoch[34] Elapsed time 7.042 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.853723 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.69it/s, avg_epoch_loss=5.88] INFO:root:Epoch[35] Elapsed time 6.815 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.884641 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=5.81] INFO:root:Epoch[36] Elapsed time 6.816 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.811891 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.56it/s, avg_epoch_loss=5.76] INFO:root:Epoch[37] Elapsed time 6.873 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.759743 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=5.81] INFO:root:Epoch[38] Elapsed time 6.909 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.808154 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.21it/s, avg_epoch_loss=5.83] INFO:root:Epoch[39] Elapsed time 7.578 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.827410 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.62it/s, avg_epoch_loss=5.82] INFO:root:Epoch[40] Elapsed time 6.847 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.820544 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.90it/s, avg_epoch_loss=5.79] INFO:root:Epoch[41] Elapsed time 7.201 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.786405 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=5.79] INFO:root:Epoch[42] Elapsed time 6.820 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.790141 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.75it/s, avg_epoch_loss=5.74] INFO:root:Epoch[43] Elapsed time 6.785 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.743793 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.79] INFO:root:Epoch[44] Elapsed time 6.821 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.790422 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.89it/s, avg_epoch_loss=5.89] INFO:root:Epoch[45] Elapsed time 6.722 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.887505 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=5.79] INFO:root:Epoch[46] Elapsed time 6.825 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.793112 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.77] INFO:root:Epoch[47] Elapsed time 6.839 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.773430 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.51it/s, avg_epoch_loss=5.78] INFO:root:Epoch[48] Elapsed time 6.895 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.780325 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.77] INFO:root:Epoch[49] Elapsed time 6.825 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.771101 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.82it/s, avg_epoch_loss=5.81] INFO:root:Epoch[50] Elapsed time 8.467 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.805964 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.91it/s, avg_epoch_loss=5.8] INFO:root:Epoch[51] Elapsed time 7.197 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.803009 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=5.77] INFO:root:Epoch[52] Elapsed time 6.860 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.766197 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.30it/s, avg_epoch_loss=5.67] INFO:root:Epoch[53] Elapsed time 7.527 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.669282 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=5.74] INFO:root:Epoch[54] Elapsed time 6.820 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.740213 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.75] INFO:root:Epoch[55] Elapsed time 6.831 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.746534 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.70it/s, avg_epoch_loss=5.77] INFO:root:Epoch[56] Elapsed time 6.808 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.768946 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.78] INFO:root:Epoch[57] Elapsed time 6.824 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.777975 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.26it/s, avg_epoch_loss=5.69] INFO:root:Epoch[58] Elapsed time 7.018 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.690325 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.83it/s, avg_epoch_loss=5.78] INFO:root:Epoch[59] Elapsed time 7.801 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.781452 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.41it/s, avg_epoch_loss=5.79] INFO:root:Epoch[60] Elapsed time 8.775 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.787866 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.76] INFO:root:Epoch[61] Elapsed time 6.986 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.763107 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:09<00:00, 10.33it/s, avg_epoch_loss=5.73] INFO:root:Epoch[62] Elapsed time 9.691 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.730693 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.27it/s, avg_epoch_loss=5.77] INFO:root:Epoch[63] Elapsed time 8.879 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.774056 INFO:root:Loading parameters from best epoch (53) INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 12.72it/s, avg_epoch_loss=5.72] INFO:root:Epoch[64] Elapsed time 7.866 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.719104 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:09<00:00, 10.74it/s, avg_epoch_loss=5.69] INFO:root:Epoch[65] Elapsed time 9.312 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.685723 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:10<00:00, 9.74it/s, avg_epoch_loss=5.72] INFO:root:Epoch[66] Elapsed time 10.267 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.724123 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:08<00:00, 12.03it/s, avg_epoch_loss=5.69] INFO:root:Epoch[67] Elapsed time 8.318 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.692905 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.66] INFO:root:Epoch[68] Elapsed time 6.984 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.664754 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.51it/s, avg_epoch_loss=5.68] INFO:root:Epoch[69] Elapsed time 6.896 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.680223 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:08<00:00, 11.24it/s, avg_epoch_loss=5.75] INFO:root:Epoch[70] Elapsed time 8.902 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.747784 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.48it/s, avg_epoch_loss=5.72] INFO:root:Epoch[71] Elapsed time 6.912 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.721533 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 13.26it/s, avg_epoch_loss=5.72] INFO:root:Epoch[72] Elapsed time 7.556 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.721156 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 13.94it/s, avg_epoch_loss=5.7] INFO:root:Epoch[73] Elapsed time 7.177 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.703478 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=5.76] INFO:root:Epoch[74] Elapsed time 6.855 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.756778 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=5.69] INFO:root:Epoch[75] Elapsed time 6.856 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.689615 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=5.69] INFO:root:Epoch[76] Elapsed time 6.860 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.692570 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.54it/s, avg_epoch_loss=5.68] INFO:root:Epoch[77] Elapsed time 6.886 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.675690 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 14.13it/s, avg_epoch_loss=5.72] INFO:root:Epoch[78] Elapsed time 7.081 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.724557 INFO:root:Loading parameters from best epoch (68) INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.67] INFO:root:Epoch[79] Elapsed time 6.830 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.674702 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.69] INFO:root:Epoch[80] Elapsed time 6.822 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.690153 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 13.63it/s, avg_epoch_loss=5.7] INFO:root:Epoch[81] Elapsed time 7.341 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.701801 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:08<00:00, 11.35it/s, avg_epoch_loss=5.71] INFO:root:Epoch[82] Elapsed time 8.814 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.714772 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.71it/s, avg_epoch_loss=5.7] INFO:root:Epoch[83] Elapsed time 6.806 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.699593 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=5.69] INFO:root:Epoch[84] Elapsed time 6.862 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.686644 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.56it/s, avg_epoch_loss=5.68] INFO:root:Epoch[85] Elapsed time 6.873 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.678273 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=5.68] INFO:root:Epoch[86] Elapsed time 6.905 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.677563 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.77it/s, avg_epoch_loss=5.71] INFO:root:Epoch[87] Elapsed time 6.777 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.708199 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.58it/s, avg_epoch_loss=5.69] INFO:root:Epoch[88] Elapsed time 6.862 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.691394 INFO:root:Loading parameters from best epoch (68) INFO:root:Epoch[89] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=5.67] INFO:root:Epoch[89] Elapsed time 6.841 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.667456 INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.66] INFO:root:Epoch[90] Elapsed time 7.025 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.657419 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:07<00:00, 14.12it/s, avg_epoch_loss=5.72] INFO:root:Epoch[91] Elapsed time 7.090 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.720434 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=5.66] INFO:root:Epoch[92] Elapsed time 6.849 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.655095 INFO:root:Epoch[93] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.51it/s, avg_epoch_loss=5.65] INFO:root:Epoch[93] Elapsed time 6.897 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.650433 INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=5.66] INFO:root:Epoch[94] Elapsed time 6.842 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.658772 INFO:root:Epoch[95] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.69] INFO:root:Epoch[95] Elapsed time 6.834 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.686229 INFO:root:Epoch[96] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.94it/s, avg_epoch_loss=5.69] INFO:root:Epoch[96] Elapsed time 6.699 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.685743 INFO:root:Epoch[97] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.86it/s, avg_epoch_loss=5.7] INFO:root:Epoch[97] Elapsed time 6.734 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.696367 INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.66] INFO:root:Epoch[98] Elapsed time 6.975 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.659437 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:08<00:00, 11.55it/s, avg_epoch_loss=5.73] INFO:root:Epoch[99] Elapsed time 8.664 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.732003 INFO:root:Loading parameters from best epoch (93) INFO:root:Final loss: 5.650432734489441 (occurred at epoch 93) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:27<00:00, 13.10it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 2.700239 0.085821 27.460034 0.063158 0.029634 seed epochs num_batches 0 48 100 100 Seed: 49
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593 100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=7.45] INFO:root:Epoch[0] Elapsed time 7.013 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.449640 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.13it/s, avg_epoch_loss=6.9] INFO:root:Epoch[1] Elapsed time 7.083 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.897352 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 15.04it/s, avg_epoch_loss=6.62] INFO:root:Epoch[2] Elapsed time 6.655 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.623805 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.22it/s, avg_epoch_loss=6.45] INFO:root:Epoch[3] Elapsed time 7.041 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.452351 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=6.39] INFO:root:Epoch[4] Elapsed time 6.851 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.388614 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.99it/s, avg_epoch_loss=6.39] INFO:root:Epoch[5] Elapsed time 6.674 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.394365 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.73it/s, avg_epoch_loss=6.32] INFO:root:Epoch[6] Elapsed time 6.793 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.315902 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=6.33] INFO:root:Epoch[7] Elapsed time 6.820 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.330959 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=6.25] INFO:root:Epoch[8] Elapsed time 6.825 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.249966 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.76it/s, avg_epoch_loss=6.19] INFO:root:Epoch[9] Elapsed time 6.782 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.187107 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=6.16] INFO:root:Epoch[10] Elapsed time 6.791 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.164003 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=6.14] INFO:root:Epoch[11] Elapsed time 6.770 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.138635 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.41it/s, avg_epoch_loss=6.18] INFO:root:Epoch[12] Elapsed time 8.775 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.183464 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=6.16] INFO:root:Epoch[13] Elapsed time 6.952 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.164520 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.69it/s, avg_epoch_loss=6.07] INFO:root:Epoch[14] Elapsed time 6.811 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.071551 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.72it/s, avg_epoch_loss=6.12] INFO:root:Epoch[15] Elapsed time 6.799 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.117764 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 15.01it/s, avg_epoch_loss=6.07] INFO:root:Epoch[16] Elapsed time 6.669 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.069051 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.94it/s, avg_epoch_loss=6.07] INFO:root:Epoch[17] Elapsed time 6.698 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.065219 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=6.03] INFO:root:Epoch[18] Elapsed time 6.758 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.025530 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.84it/s, avg_epoch_loss=6.05] INFO:root:Epoch[19] Elapsed time 6.747 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.051004 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=6.05] INFO:root:Epoch[20] Elapsed time 6.848 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.047247 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=6.02] INFO:root:Epoch[21] Elapsed time 6.827 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.015158 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.73it/s, avg_epoch_loss=5.95] INFO:root:Epoch[22] Elapsed time 6.793 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.951556 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=5.98] INFO:root:Epoch[23] Elapsed time 6.763 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.981823 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.77it/s, avg_epoch_loss=5.99] INFO:root:Epoch[24] Elapsed time 6.774 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.991158 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.93] INFO:root:Epoch[25] Elapsed time 6.822 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.926968 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=5.94] INFO:root:Epoch[26] Elapsed time 6.819 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.938461 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.9] INFO:root:Epoch[27] Elapsed time 6.769 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.895705 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.88it/s, avg_epoch_loss=5.93] INFO:root:Epoch[28] Elapsed time 6.724 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.934126 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.82it/s, avg_epoch_loss=5.99] INFO:root:Epoch[29] Elapsed time 7.808 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.989288 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.03it/s, avg_epoch_loss=5.9] INFO:root:Epoch[30] Elapsed time 7.684 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.901186 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.70it/s, avg_epoch_loss=5.98] INFO:root:Epoch[31] Elapsed time 6.810 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.975363 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.07it/s, avg_epoch_loss=5.96] INFO:root:Epoch[32] Elapsed time 7.111 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.959474 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.99it/s, avg_epoch_loss=5.87] INFO:root:Epoch[33] Elapsed time 7.152 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.866530 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=5.88] INFO:root:Epoch[34] Elapsed time 6.762 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.884358 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.54it/s, avg_epoch_loss=5.9] INFO:root:Epoch[35] Elapsed time 6.883 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.897493 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=5.9] INFO:root:Epoch[36] Elapsed time 6.819 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.897655 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.87] INFO:root:Epoch[37] Elapsed time 6.951 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.869305 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.58it/s, avg_epoch_loss=5.91] INFO:root:Epoch[38] Elapsed time 6.866 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.906468 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.84] INFO:root:Epoch[39] Elapsed time 6.837 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.842229 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=5.84] INFO:root:Epoch[40] Elapsed time 6.789 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.835308 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.96] INFO:root:Epoch[41] Elapsed time 6.834 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.955959 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.72it/s, avg_epoch_loss=5.88] INFO:root:Epoch[42] Elapsed time 6.802 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.877355 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.87it/s, avg_epoch_loss=5.86] INFO:root:Epoch[43] Elapsed time 6.730 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.862956 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=5.81] INFO:root:Epoch[44] Elapsed time 6.790 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.807526 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.86it/s, avg_epoch_loss=5.85] INFO:root:Epoch[45] Elapsed time 6.734 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.848086 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.81it/s, avg_epoch_loss=5.8] INFO:root:Epoch[46] Elapsed time 7.248 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.803866 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 12.03it/s, avg_epoch_loss=5.86] INFO:root:Epoch[47] Elapsed time 8.322 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.857970 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.79] INFO:root:Epoch[48] Elapsed time 6.767 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.792522 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.85it/s, avg_epoch_loss=5.79] INFO:root:Epoch[49] Elapsed time 6.738 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.785792 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=5.83] INFO:root:Epoch[50] Elapsed time 6.850 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.834460 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.71it/s, avg_epoch_loss=5.82] INFO:root:Epoch[51] Elapsed time 6.802 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.824500 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.90it/s, avg_epoch_loss=5.79] INFO:root:Epoch[52] Elapsed time 7.201 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.789003 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.52it/s, avg_epoch_loss=5.84] INFO:root:Epoch[53] Elapsed time 6.894 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.844531 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.62it/s, avg_epoch_loss=5.77] INFO:root:Epoch[54] Elapsed time 6.843 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.765077 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.77] INFO:root:Epoch[55] Elapsed time 6.941 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.774615 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=5.83] INFO:root:Epoch[56] Elapsed time 6.857 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.833326 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.69it/s, avg_epoch_loss=5.86] INFO:root:Epoch[57] Elapsed time 6.814 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.856322 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.73it/s, avg_epoch_loss=5.77] INFO:root:Epoch[58] Elapsed time 6.793 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.768512 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.75it/s, avg_epoch_loss=5.7] INFO:root:Epoch[59] Elapsed time 6.784 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.699134 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.76it/s, avg_epoch_loss=5.75] INFO:root:Epoch[60] Elapsed time 6.778 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.750967 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=5.82] INFO:root:Epoch[61] Elapsed time 6.772 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.823089 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.76] INFO:root:Epoch[62] Elapsed time 6.756 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.756429 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.81] INFO:root:Epoch[63] Elapsed time 6.969 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.814957 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.64it/s, avg_epoch_loss=5.71] INFO:root:Epoch[64] Elapsed time 8.598 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.712828 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=5.77] INFO:root:Epoch[65] Elapsed time 6.771 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.766222 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.75] INFO:root:Epoch[66] Elapsed time 6.833 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.750140 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=5.76] INFO:root:Epoch[67] Elapsed time 6.829 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.763547 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.85it/s, avg_epoch_loss=5.74] INFO:root:Epoch[68] Elapsed time 6.738 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.740338 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.78] INFO:root:Epoch[69] Elapsed time 6.963 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.783913 INFO:root:Loading parameters from best epoch (59) INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.75] INFO:root:Epoch[70] Elapsed time 6.758 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.752255 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.75it/s, avg_epoch_loss=5.7] INFO:root:Epoch[71] Elapsed time 6.783 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.704971 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.72] INFO:root:Epoch[72] Elapsed time 7.005 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.722645 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.89it/s, avg_epoch_loss=5.75] INFO:root:Epoch[73] Elapsed time 6.721 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.746408 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.74] INFO:root:Epoch[74] Elapsed time 6.759 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.741140 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 15.01it/s, avg_epoch_loss=5.73] INFO:root:Epoch[75] Elapsed time 6.669 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.728174 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 14.21it/s, avg_epoch_loss=5.71] INFO:root:Epoch[76] Elapsed time 7.045 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.710951 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 15.02it/s, avg_epoch_loss=5.74] INFO:root:Epoch[77] Elapsed time 6.663 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.736547 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.75] INFO:root:Epoch[78] Elapsed time 6.838 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.752195 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.75it/s, avg_epoch_loss=5.72] INFO:root:Epoch[79] Elapsed time 6.785 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.715086 INFO:root:Loading parameters from best epoch (59) INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.70it/s, avg_epoch_loss=5.72] INFO:root:Epoch[80] Elapsed time 6.809 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.722448 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:08<00:00, 12.12it/s, avg_epoch_loss=5.73] INFO:root:Epoch[81] Elapsed time 8.259 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.734756 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 13.75it/s, avg_epoch_loss=5.71] INFO:root:Epoch[82] Elapsed time 7.276 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.711154 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.72it/s, avg_epoch_loss=5.74] INFO:root:Epoch[83] Elapsed time 6.798 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.737997 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.74] INFO:root:Epoch[84] Elapsed time 6.820 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.742036 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=5.77] INFO:root:Epoch[85] Elapsed time 6.824 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.766899 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.66] INFO:root:Epoch[86] Elapsed time 6.836 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.657204 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.89it/s, avg_epoch_loss=5.66] INFO:root:Epoch[87] Elapsed time 6.723 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.657560 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.71] INFO:root:Epoch[88] Elapsed time 6.767 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.707083 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.39it/s, avg_epoch_loss=5.67] INFO:root:Epoch[89] Elapsed time 6.953 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.671675 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=5.69] INFO:root:Epoch[90] Elapsed time 6.792 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.690560 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=5.69] INFO:root:Epoch[91] Elapsed time 6.765 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.688681 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.76it/s, avg_epoch_loss=5.67] INFO:root:Epoch[92] Elapsed time 6.778 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.669646 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.77it/s, avg_epoch_loss=5.74] INFO:root:Epoch[93] Elapsed time 6.776 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.735914 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.71] INFO:root:Epoch[94] Elapsed time 6.766 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.711866 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 15.07it/s, avg_epoch_loss=5.66] INFO:root:Epoch[95] Elapsed time 6.644 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.657665 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.77it/s, avg_epoch_loss=5.75] INFO:root:Epoch[96] Elapsed time 6.778 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.750599 INFO:root:Loading parameters from best epoch (86) INFO:root:Epoch[97] Learning rate is 0.000125 100%|██████████| 100/100 [00:07<00:00, 14.12it/s, avg_epoch_loss=5.74] INFO:root:Epoch[97] Elapsed time 7.088 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.736344 INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:08<00:00, 11.98it/s, avg_epoch_loss=5.69] INFO:root:Epoch[98] Elapsed time 8.354 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.691531 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:07<00:00, 12.90it/s, avg_epoch_loss=5.67] INFO:root:Epoch[99] Elapsed time 7.764 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.668340 INFO:root:Loading parameters from best epoch (86) INFO:root:Final loss: 5.65720350265503 (occurred at epoch 86) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:27<00:00, 13.10it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.152744 0.099731 36.241247 0.072664 0.036317 seed epochs num_batches 0 49 100 100 Seed: 50
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593 100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=7.35] INFO:root:Epoch[0] Elapsed time 6.992 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.352016 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=6.86] INFO:root:Epoch[1] Elapsed time 6.842 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.862839 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=6.72] INFO:root:Epoch[2] Elapsed time 6.921 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.723205 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=6.57] INFO:root:Epoch[3] Elapsed time 6.762 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.574496 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=6.41] INFO:root:Epoch[4] Elapsed time 6.763 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.411210 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.82it/s, avg_epoch_loss=6.37] INFO:root:Epoch[5] Elapsed time 6.755 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.372220 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.85it/s, avg_epoch_loss=6.38] INFO:root:Epoch[6] Elapsed time 6.742 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.378592 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.87it/s, avg_epoch_loss=6.27] INFO:root:Epoch[7] Elapsed time 6.734 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.270862 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=6.33] INFO:root:Epoch[8] Elapsed time 6.841 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.334359 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.70it/s, avg_epoch_loss=6.29] INFO:root:Epoch[9] Elapsed time 6.807 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.291276 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.71it/s, avg_epoch_loss=6.21] INFO:root:Epoch[10] Elapsed time 6.804 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.213564 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.53it/s, avg_epoch_loss=6.24] INFO:root:Epoch[11] Elapsed time 7.399 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.235916 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 12.18it/s, avg_epoch_loss=6.15] INFO:root:Epoch[12] Elapsed time 8.219 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.151417 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.55it/s, avg_epoch_loss=6.13] INFO:root:Epoch[13] Elapsed time 6.878 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.125140 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=6.11] INFO:root:Epoch[14] Elapsed time 6.771 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.112275 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=6.11] INFO:root:Epoch[15] Elapsed time 6.861 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.105359 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=6.17] INFO:root:Epoch[16] Elapsed time 6.817 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.169355 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=6.05] INFO:root:Epoch[17] Elapsed time 6.855 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.053034 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=6.07] INFO:root:Epoch[18] Elapsed time 6.793 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.066766 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.87it/s, avg_epoch_loss=6.13] INFO:root:Epoch[19] Elapsed time 6.728 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.125004 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.21it/s, avg_epoch_loss=6.04] INFO:root:Epoch[20] Elapsed time 7.042 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.036568 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=6.01] INFO:root:Epoch[21] Elapsed time 6.765 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.008064 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=6.01] INFO:root:Epoch[22] Elapsed time 6.769 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.005205 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.85it/s, avg_epoch_loss=5.96] INFO:root:Epoch[23] Elapsed time 6.742 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.959391 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.86it/s, avg_epoch_loss=5.97] INFO:root:Epoch[24] Elapsed time 6.737 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.966301 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=6.02] INFO:root:Epoch[25] Elapsed time 6.841 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.015377 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=5.93] INFO:root:Epoch[26] Elapsed time 7.081 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.926057 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.98it/s, avg_epoch_loss=5.95] INFO:root:Epoch[27] Elapsed time 6.685 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.950981 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=5.93] INFO:root:Epoch[28] Elapsed time 6.978 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.934054 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.50it/s, avg_epoch_loss=5.91] INFO:root:Epoch[29] Elapsed time 8.701 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.911590 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.94] INFO:root:Epoch[30] Elapsed time 6.836 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.936671 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=5.93] INFO:root:Epoch[31] Elapsed time 6.825 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.927691 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.95] INFO:root:Epoch[32] Elapsed time 6.756 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.952825 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.84it/s, avg_epoch_loss=5.92] INFO:root:Epoch[33] Elapsed time 6.746 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.916617 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.88it/s, avg_epoch_loss=6] INFO:root:Epoch[34] Elapsed time 7.209 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.002534 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.89] INFO:root:Epoch[35] Elapsed time 6.821 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.886411 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.89] INFO:root:Epoch[36] Elapsed time 6.760 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.892348 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.17it/s, avg_epoch_loss=5.91] INFO:root:Epoch[37] Elapsed time 7.064 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.905834 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.89it/s, avg_epoch_loss=5.9] INFO:root:Epoch[38] Elapsed time 6.724 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.900999 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=5.89] INFO:root:Epoch[39] Elapsed time 6.904 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.886418 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.83it/s, avg_epoch_loss=5.86] INFO:root:Epoch[40] Elapsed time 6.747 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.857096 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=5.85] INFO:root:Epoch[41] Elapsed time 6.762 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.852565 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.70it/s, avg_epoch_loss=5.84] INFO:root:Epoch[42] Elapsed time 6.810 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.842287 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=5.82] INFO:root:Epoch[43] Elapsed time 6.843 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.824167 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.76it/s, avg_epoch_loss=5.87] INFO:root:Epoch[44] Elapsed time 6.784 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.873941 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=5.8] INFO:root:Epoch[45] Elapsed time 6.787 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.804395 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.91it/s, avg_epoch_loss=5.82] INFO:root:Epoch[46] Elapsed time 8.399 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.821904 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.95it/s, avg_epoch_loss=5.89] INFO:root:Epoch[47] Elapsed time 7.174 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.886459 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.86] INFO:root:Epoch[48] Elapsed time 6.757 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.861017 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.77] INFO:root:Epoch[49] Elapsed time 6.832 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.771082 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=5.86] INFO:root:Epoch[50] Elapsed time 6.765 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.858544 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.86it/s, avg_epoch_loss=5.85] INFO:root:Epoch[51] Elapsed time 6.735 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.849495 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.82it/s, avg_epoch_loss=5.84] INFO:root:Epoch[52] Elapsed time 6.756 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.843985 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=5.86] INFO:root:Epoch[53] Elapsed time 6.818 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.857859 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.8] INFO:root:Epoch[54] Elapsed time 6.991 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.802234 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.79] INFO:root:Epoch[55] Elapsed time 6.821 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.789864 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.81] INFO:root:Epoch[56] Elapsed time 6.837 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.810112 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.78] INFO:root:Epoch[57] Elapsed time 6.764 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.784668 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.82it/s, avg_epoch_loss=5.79] INFO:root:Epoch[58] Elapsed time 7.241 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.786517 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=5.8] INFO:root:Epoch[59] Elapsed time 6.841 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.796497 INFO:root:Loading parameters from best epoch (49) INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.76] INFO:root:Epoch[60] Elapsed time 6.760 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.759648 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.89it/s, avg_epoch_loss=5.8] INFO:root:Epoch[61] Elapsed time 6.721 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.798870 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.73it/s, avg_epoch_loss=5.76] INFO:root:Epoch[62] Elapsed time 6.795 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.759884 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:08<00:00, 12.28it/s, avg_epoch_loss=5.81] INFO:root:Epoch[63] Elapsed time 8.150 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.805163 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 13.05it/s, avg_epoch_loss=5.81] INFO:root:Epoch[64] Elapsed time 7.670 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.811793 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.73it/s, avg_epoch_loss=5.7] INFO:root:Epoch[65] Elapsed time 6.797 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.696049 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.70it/s, avg_epoch_loss=5.76] INFO:root:Epoch[66] Elapsed time 6.810 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.757011 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=5.77] INFO:root:Epoch[67] Elapsed time 6.854 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.765988 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.71it/s, avg_epoch_loss=5.77] INFO:root:Epoch[68] Elapsed time 6.802 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.770765 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=5.76] INFO:root:Epoch[69] Elapsed time 6.858 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.758384 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.83it/s, avg_epoch_loss=5.76] INFO:root:Epoch[70] Elapsed time 6.749 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.757371 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.43it/s, avg_epoch_loss=5.77] INFO:root:Epoch[71] Elapsed time 6.938 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.765980 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.50it/s, avg_epoch_loss=5.78] INFO:root:Epoch[72] Elapsed time 6.903 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.784105 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.95it/s, avg_epoch_loss=5.77] INFO:root:Epoch[73] Elapsed time 6.692 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.768236 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.88it/s, avg_epoch_loss=5.73] INFO:root:Epoch[74] Elapsed time 6.727 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.734738 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.85it/s, avg_epoch_loss=5.75] INFO:root:Epoch[75] Elapsed time 6.740 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.749332 INFO:root:Loading parameters from best epoch (65) INFO:root:Epoch[76] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.76] INFO:root:Epoch[76] Elapsed time 6.768 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.759117 INFO:root:Epoch[77] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.91it/s, avg_epoch_loss=5.72] INFO:root:Epoch[77] Elapsed time 6.713 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.715836 INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=5.76] INFO:root:Epoch[78] Elapsed time 6.843 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.763892 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.69it/s, avg_epoch_loss=5.73] INFO:root:Epoch[79] Elapsed time 6.813 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.733501 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 13.69it/s, avg_epoch_loss=5.74] INFO:root:Epoch[80] Elapsed time 7.310 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.736077 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:08<00:00, 12.04it/s, avg_epoch_loss=5.75] INFO:root:Epoch[81] Elapsed time 8.311 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.749118 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.72] INFO:root:Epoch[82] Elapsed time 6.831 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.723697 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=5.7] INFO:root:Epoch[83] Elapsed time 6.772 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.701484 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=5.69] INFO:root:Epoch[84] Elapsed time 6.791 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.690743 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.82it/s, avg_epoch_loss=5.74] INFO:root:Epoch[85] Elapsed time 6.752 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.741002 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.79] INFO:root:Epoch[86] Elapsed time 6.823 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.786039 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.74] INFO:root:Epoch[87] Elapsed time 6.770 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.735814 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=5.7] INFO:root:Epoch[88] Elapsed time 6.826 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.704818 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:07<00:00, 14.12it/s, avg_epoch_loss=5.72] INFO:root:Epoch[89] Elapsed time 7.090 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.721730 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.62it/s, avg_epoch_loss=5.71] INFO:root:Epoch[90] Elapsed time 6.845 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.705956 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.76it/s, avg_epoch_loss=5.69] INFO:root:Epoch[91] Elapsed time 6.783 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.685552 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=5.74] INFO:root:Epoch[92] Elapsed time 6.770 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.736719 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.74] INFO:root:Epoch[93] Elapsed time 6.820 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.736606 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:08<00:00, 11.95it/s, avg_epoch_loss=5.7] INFO:root:Epoch[94] Elapsed time 8.372 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.696991 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:09<00:00, 10.02it/s, avg_epoch_loss=5.69] INFO:root:Epoch[95] Elapsed time 9.992 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.686726 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:10<00:00, 9.81it/s, avg_epoch_loss=5.73] INFO:root:Epoch[96] Elapsed time 10.202 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.730466 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:13<00:00, 7.51it/s, avg_epoch_loss=5.74] INFO:root:Epoch[97] Elapsed time 13.334 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.737090 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:09<00:00, 10.80it/s, avg_epoch_loss=5.69] INFO:root:Epoch[98] Elapsed time 9.267 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.693831 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:09<00:00, 10.11it/s, avg_epoch_loss=5.71] INFO:root:Epoch[99] Elapsed time 9.898 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.710936 INFO:root:Loading parameters from best epoch (91) INFO:root:Final loss: 5.685551557540894 (occurred at epoch 91) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:47<00:00, 7.48it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 2.551079 0.086004 22.716032 0.061955 0.025813 seed epochs num_batches 0 50 100 100 Seed: 51
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593 100%|██████████| 100/100 [00:10<00:00, 9.11it/s, avg_epoch_loss=7.32] INFO:root:Epoch[0] Elapsed time 10.991 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.317519 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:13<00:00, 7.66it/s, avg_epoch_loss=6.88] INFO:root:Epoch[1] Elapsed time 13.063 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.879192 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:10<00:00, 9.95it/s, avg_epoch_loss=6.65] INFO:root:Epoch[2] Elapsed time 10.060 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.654424 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:10<00:00, 9.61it/s, avg_epoch_loss=6.51] INFO:root:Epoch[3] Elapsed time 10.408 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.511286 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:09<00:00, 10.36it/s, avg_epoch_loss=6.41] INFO:root:Epoch[4] Elapsed time 9.662 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.411476 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.28it/s, avg_epoch_loss=6.34] INFO:root:Epoch[5] Elapsed time 8.872 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.335549 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.57it/s, avg_epoch_loss=6.3] INFO:root:Epoch[6] Elapsed time 7.960 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.300884 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.79it/s, avg_epoch_loss=6.24] INFO:root:Epoch[7] Elapsed time 7.834 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.235949 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.21it/s, avg_epoch_loss=6.16] INFO:root:Epoch[8] Elapsed time 8.930 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.155400 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:10<00:00, 9.56it/s, avg_epoch_loss=6.19] INFO:root:Epoch[9] Elapsed time 10.462 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.193396 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:10<00:00, 9.16it/s, avg_epoch_loss=6.19] INFO:root:Epoch[10] Elapsed time 10.928 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.189198 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 12.10it/s, avg_epoch_loss=6.09] INFO:root:Epoch[11] Elapsed time 8.270 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.086589 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.70it/s, avg_epoch_loss=6.12] INFO:root:Epoch[12] Elapsed time 7.308 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.115143 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.33it/s, avg_epoch_loss=6.05] INFO:root:Epoch[13] Elapsed time 7.513 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.054077 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.84it/s, avg_epoch_loss=6.04] INFO:root:Epoch[14] Elapsed time 7.249 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.040492 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.60it/s, avg_epoch_loss=5.94] INFO:root:Epoch[15] Elapsed time 7.362 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.935929 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.70it/s, avg_epoch_loss=6.03] INFO:root:Epoch[16] Elapsed time 7.305 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.028644 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:09<00:00, 10.85it/s, avg_epoch_loss=5.99] INFO:root:Epoch[17] Elapsed time 9.229 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.991717 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 12.22it/s, avg_epoch_loss=5.99] INFO:root:Epoch[18] Elapsed time 8.190 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.986605 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.69it/s, avg_epoch_loss=5.97] INFO:root:Epoch[19] Elapsed time 7.885 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.965463 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.33it/s, avg_epoch_loss=5.92] INFO:root:Epoch[20] Elapsed time 7.522 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.922419 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.58it/s, avg_epoch_loss=5.97] INFO:root:Epoch[21] Elapsed time 7.958 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.973737 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.73it/s, avg_epoch_loss=5.94] INFO:root:Epoch[22] Elapsed time 7.862 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.941469 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 12.14it/s, avg_epoch_loss=5.9] INFO:root:Epoch[23] Elapsed time 8.243 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.904253 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.69it/s, avg_epoch_loss=5.9] INFO:root:Epoch[24] Elapsed time 7.888 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.904502 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.91it/s, avg_epoch_loss=5.91] INFO:root:Epoch[25] Elapsed time 7.194 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.905470 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.91it/s, avg_epoch_loss=5.9] INFO:root:Epoch[26] Elapsed time 7.194 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.900714 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.93it/s, avg_epoch_loss=5.89] INFO:root:Epoch[27] Elapsed time 7.184 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.886936 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.11it/s, avg_epoch_loss=5.91] INFO:root:Epoch[28] Elapsed time 7.095 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.908757 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.22it/s, avg_epoch_loss=5.86] INFO:root:Epoch[29] Elapsed time 7.039 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.863037 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.07it/s, avg_epoch_loss=5.86] INFO:root:Epoch[30] Elapsed time 7.115 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.858032 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.91] INFO:root:Epoch[31] Elapsed time 7.021 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.912128 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.22it/s, avg_epoch_loss=5.79] INFO:root:Epoch[32] Elapsed time 7.039 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.790350 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.21it/s, avg_epoch_loss=5.85] INFO:root:Epoch[33] Elapsed time 8.924 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.849337 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.74it/s, avg_epoch_loss=5.85] INFO:root:Epoch[34] Elapsed time 7.307 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.847833 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.84] INFO:root:Epoch[35] Elapsed time 6.975 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.839578 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.21it/s, avg_epoch_loss=5.82] INFO:root:Epoch[36] Elapsed time 7.047 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.821010 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.91] INFO:root:Epoch[37] Elapsed time 6.993 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.914626 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.86] INFO:root:Epoch[38] Elapsed time 6.951 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.859169 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 12.39it/s, avg_epoch_loss=5.89] INFO:root:Epoch[39] Elapsed time 8.081 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.886848 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=5.81] INFO:root:Epoch[40] Elapsed time 6.999 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.807580 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.76it/s, avg_epoch_loss=5.78] INFO:root:Epoch[41] Elapsed time 7.277 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.779034 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.03it/s, avg_epoch_loss=5.81] INFO:root:Epoch[42] Elapsed time 7.132 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.809570 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.84] INFO:root:Epoch[43] Elapsed time 6.941 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.841307 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.81] INFO:root:Epoch[44] Elapsed time 6.972 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.810362 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.85] INFO:root:Epoch[45] Elapsed time 6.970 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.853330 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.78] INFO:root:Epoch[46] Elapsed time 6.962 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.780570 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=5.76] INFO:root:Epoch[47] Elapsed time 7.012 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.760754 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.39it/s, avg_epoch_loss=5.77] INFO:root:Epoch[48] Elapsed time 6.952 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.767428 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.79it/s, avg_epoch_loss=5.77] INFO:root:Epoch[49] Elapsed time 7.828 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.772522 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 12.13it/s, avg_epoch_loss=5.77] INFO:root:Epoch[50] Elapsed time 8.263 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.772948 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=5.81] INFO:root:Epoch[51] Elapsed time 6.984 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.805954 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.16it/s, avg_epoch_loss=5.82] INFO:root:Epoch[52] Elapsed time 7.069 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.819101 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.88it/s, avg_epoch_loss=5.82] INFO:root:Epoch[53] Elapsed time 7.210 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.821819 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=5.75] INFO:root:Epoch[54] Elapsed time 6.855 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.752469 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.71] INFO:root:Epoch[55] Elapsed time 6.961 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.711014 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.74] INFO:root:Epoch[56] Elapsed time 6.942 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.743156 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 12.86it/s, avg_epoch_loss=5.75] INFO:root:Epoch[57] Elapsed time 7.781 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.752521 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.25it/s, avg_epoch_loss=5.81] INFO:root:Epoch[58] Elapsed time 7.554 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.808876 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.28it/s, avg_epoch_loss=5.75] INFO:root:Epoch[59] Elapsed time 7.008 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.752038 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.8] INFO:root:Epoch[60] Elapsed time 6.998 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.799617 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=5.8] INFO:root:Epoch[61] Elapsed time 7.076 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.801411 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=5.8] INFO:root:Epoch[62] Elapsed time 7.015 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.804627 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.73] INFO:root:Epoch[63] Elapsed time 6.952 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.732423 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.82] INFO:root:Epoch[64] Elapsed time 7.031 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.821262 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.71] INFO:root:Epoch[65] Elapsed time 6.973 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.706979 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.51it/s, avg_epoch_loss=5.76] INFO:root:Epoch[66] Elapsed time 8.698 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.756927 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.12it/s, avg_epoch_loss=5.76] INFO:root:Epoch[67] Elapsed time 7.628 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.760317 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.17it/s, avg_epoch_loss=5.73] INFO:root:Epoch[68] Elapsed time 7.601 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.732061 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.76] INFO:root:Epoch[69] Elapsed time 6.995 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.758401 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.75] INFO:root:Epoch[70] Elapsed time 6.970 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.746444 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.79] INFO:root:Epoch[71] Elapsed time 6.996 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.792449 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.28it/s, avg_epoch_loss=5.81] INFO:root:Epoch[72] Elapsed time 7.011 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.805942 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.74] INFO:root:Epoch[73] Elapsed time 7.005 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.742055 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.84it/s, avg_epoch_loss=5.72] INFO:root:Epoch[74] Elapsed time 7.237 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.718351 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.67] INFO:root:Epoch[75] Elapsed time 6.976 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.668933 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=5.72] INFO:root:Epoch[76] Elapsed time 6.978 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.721582 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=5.72] INFO:root:Epoch[77] Elapsed time 7.037 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.720397 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.71] INFO:root:Epoch[78] Elapsed time 6.990 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.708854 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.7] INFO:root:Epoch[79] Elapsed time 7.022 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.697419 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.74] INFO:root:Epoch[80] Elapsed time 6.969 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.738796 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 14.00it/s, avg_epoch_loss=5.69] INFO:root:Epoch[81] Elapsed time 7.149 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.693697 INFO:root:Epoch[82] Learning rate is 0.001 100%|██████████| 100/100 [00:07<00:00, 13.93it/s, avg_epoch_loss=5.75] INFO:root:Epoch[82] Elapsed time 7.190 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.754721 INFO:root:Epoch[83] Learning rate is 0.001 100%|██████████| 100/100 [00:08<00:00, 11.36it/s, avg_epoch_loss=5.75] INFO:root:Epoch[83] Elapsed time 8.814 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.748302 INFO:root:Epoch[84] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.58it/s, avg_epoch_loss=5.69] INFO:root:Epoch[84] Elapsed time 6.869 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.685289 INFO:root:Epoch[85] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.73] INFO:root:Epoch[85] Elapsed time 6.940 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.727502 INFO:root:Loading parameters from best epoch (75) INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.48it/s, avg_epoch_loss=5.73] INFO:root:Epoch[86] Elapsed time 6.910 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.733785 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.71] INFO:root:Epoch[87] Elapsed time 6.977 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.712869 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.66] INFO:root:Epoch[88] Elapsed time 6.983 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.659086 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.67] INFO:root:Epoch[89] Elapsed time 7.023 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.673134 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 13.31it/s, avg_epoch_loss=5.7] INFO:root:Epoch[90] Elapsed time 7.519 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.697155 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 13.85it/s, avg_epoch_loss=5.7] INFO:root:Epoch[91] Elapsed time 7.229 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.701607 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=5.64] INFO:root:Epoch[92] Elapsed time 7.031 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.639511 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.73] INFO:root:Epoch[93] Elapsed time 6.971 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.729311 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.67] INFO:root:Epoch[94] Elapsed time 7.012 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.670456 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.64] INFO:root:Epoch[95] Elapsed time 6.952 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.643205 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=5.7] INFO:root:Epoch[96] Elapsed time 6.983 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.699460 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.53it/s, avg_epoch_loss=5.63] INFO:root:Epoch[97] Elapsed time 6.893 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.630626 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 14.56it/s, avg_epoch_loss=5.66] INFO:root:Epoch[98] Elapsed time 6.873 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.662383 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:07<00:00, 13.05it/s, avg_epoch_loss=5.67] INFO:root:Epoch[99] Elapsed time 7.670 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.668830 INFO:root:Loading parameters from best epoch (97) INFO:root:Final loss: 5.630626187324524 (occurred at epoch 97) INFO:root:End model training Running evaluation: 100%|██████████| 359/359 [00:29<00:00, 12.29it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 2.938536 0.088076 26.387251 0.067153 0.030391 seed epochs num_batches 0 51 100 100
Out[56]:
| MASE | sMAPE | MSIS | wQuantileLoss[0.5] | wQuantileLoss[0.9] | seed | epochs | num_batches | |
|---|---|---|---|---|---|---|---|---|
| 0 | 2.675979 | 0.083950 | 29.957781 | 0.062653 | 0.031221 | 42 | 100 | 100 |
| 0 | 2.685703 | 0.083277 | 28.105718 | 0.061119 | 0.028726 | 43 | 100 | 100 |
| 0 | 2.553431 | 0.085053 | 22.714060 | 0.061923 | 0.028575 | 44 | 100 | 100 |
| 0 | 2.551216 | 0.083366 | 23.017125 | 0.061141 | 0.026905 | 45 | 100 | 100 |
| 0 | 2.480305 | 0.092277 | 21.864018 | 0.065770 | 0.027685 | 46 | 100 | 100 |
| 0 | 2.749931 | 0.083731 | 28.312247 | 0.060692 | 0.027068 | 47 | 100 | 100 |
| 0 | 2.700239 | 0.085821 | 27.460034 | 0.063158 | 0.029634 | 48 | 100 | 100 |
| 0 | 3.152744 | 0.099731 | 36.241247 | 0.072664 | 0.036317 | 49 | 100 | 100 |
| 0 | 2.551079 | 0.086004 | 22.716032 | 0.061955 | 0.025813 | 50 | 100 | 100 |
| 0 | 2.938536 | 0.088076 | 26.387251 | 0.067153 | 0.030391 | 51 | 100 | 100 |
m4_daily vs. m4_daily domain¶
- reload
utils - test
m4_dailyvs.m4_daily_domain - ten trials each,
epochs=100,num_batches_per_epoch=100
In [14]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_daily_domain", seed=i, epochs=100, batches=100)
pprint(df)
results = results.append(df)
results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=7.36] INFO:root:Epoch[0] Elapsed time 5.021 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.361301 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.6] INFO:root:Epoch[1] Elapsed time 5.216 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.597530 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.52] INFO:root:Epoch[2] Elapsed time 5.194 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.524238 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.39] INFO:root:Epoch[3] Elapsed time 4.947 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.389166 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.27] INFO:root:Epoch[4] Elapsed time 5.080 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.269193 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.21] INFO:root:Epoch[5] Elapsed time 5.061 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.211874 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.24] INFO:root:Epoch[6] Elapsed time 5.030 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.243960 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.18] INFO:root:Epoch[7] Elapsed time 4.986 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.178839 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.73it/s, avg_epoch_loss=6.09] INFO:root:Epoch[8] Elapsed time 5.641 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.086871 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.08] INFO:root:Epoch[9] Elapsed time 5.142 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.078915 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.13] INFO:root:Epoch[10] Elapsed time 5.199 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.126639 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.99] INFO:root:Epoch[11] Elapsed time 4.936 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.992250 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.96] INFO:root:Epoch[12] Elapsed time 5.132 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.964662 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.89] INFO:root:Epoch[13] Elapsed time 5.171 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.888766 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.9] INFO:root:Epoch[14] Elapsed time 5.077 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.898431 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.81] INFO:root:Epoch[15] Elapsed time 5.017 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.807030 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.83] INFO:root:Epoch[16] Elapsed time 5.060 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.830407 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.8] INFO:root:Epoch[17] Elapsed time 5.117 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.795975 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.85] INFO:root:Epoch[18] Elapsed time 5.196 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.845881 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.73] INFO:root:Epoch[19] Elapsed time 5.214 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.732688 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.74] INFO:root:Epoch[20] Elapsed time 5.201 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.736377 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.73] INFO:root:Epoch[21] Elapsed time 5.031 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.729979 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.73] INFO:root:Epoch[22] Elapsed time 5.064 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.734093 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.76] INFO:root:Epoch[23] Elapsed time 5.089 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.759420 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.7] INFO:root:Epoch[24] Elapsed time 5.092 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.699125 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.64] INFO:root:Epoch[25] Elapsed time 5.158 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.638276 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.61] INFO:root:Epoch[26] Elapsed time 5.161 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.610807 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.63] INFO:root:Epoch[27] Elapsed time 5.134 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.632663 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.56] INFO:root:Epoch[28] Elapsed time 4.961 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.556131 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.61] INFO:root:Epoch[29] Elapsed time 5.191 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.605475 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.55] INFO:root:Epoch[30] Elapsed time 5.017 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.547162 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.59] INFO:root:Epoch[31] Elapsed time 5.234 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.587642 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.59] INFO:root:Epoch[32] Elapsed time 4.957 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.585744 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.59] INFO:root:Epoch[33] Elapsed time 5.157 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.588057 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.52] INFO:root:Epoch[34] Elapsed time 4.960 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.519832 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.61] INFO:root:Epoch[35] Elapsed time 5.202 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.606572 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.52] INFO:root:Epoch[36] Elapsed time 4.885 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.522026 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.58] INFO:root:Epoch[37] Elapsed time 5.046 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.581159 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.58] INFO:root:Epoch[38] Elapsed time 4.939 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.581405 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.56] INFO:root:Epoch[39] Elapsed time 5.063 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.559741 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.52] INFO:root:Epoch[40] Elapsed time 4.920 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.515251 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.58] INFO:root:Epoch[41] Elapsed time 4.987 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.578835 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.5] INFO:root:Epoch[42] Elapsed time 4.957 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.503409 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.11it/s, avg_epoch_loss=5.58] INFO:root:Epoch[43] Elapsed time 5.522 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.580922 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.49] INFO:root:Epoch[44] Elapsed time 4.901 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.486971 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.48] INFO:root:Epoch[45] Elapsed time 5.047 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.475431 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.44] INFO:root:Epoch[46] Elapsed time 5.009 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.442843 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.56] INFO:root:Epoch[47] Elapsed time 5.124 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.561663 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.52] INFO:root:Epoch[48] Elapsed time 4.997 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.524724 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.47] INFO:root:Epoch[49] Elapsed time 5.142 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.469093 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.49] INFO:root:Epoch[50] Elapsed time 5.216 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.493677 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.48] INFO:root:Epoch[51] Elapsed time 5.035 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.482244 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.55] INFO:root:Epoch[52] Elapsed time 5.035 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.548290 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.45] INFO:root:Epoch[53] Elapsed time 5.042 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.445007 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.48] INFO:root:Epoch[54] Elapsed time 5.021 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.481874 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.51] INFO:root:Epoch[55] Elapsed time 4.979 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.512843 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.54] INFO:root:Epoch[56] Elapsed time 4.937 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.539715 INFO:root:Loading parameters from best epoch (46) INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.43] INFO:root:Epoch[57] Elapsed time 5.104 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.433850 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.49] INFO:root:Epoch[58] Elapsed time 5.174 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.487738 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.48] INFO:root:Epoch[59] Elapsed time 5.127 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.476622 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.51] INFO:root:Epoch[60] Elapsed time 5.049 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.513090 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.42] INFO:root:Epoch[61] Elapsed time 4.938 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.419898 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.46] INFO:root:Epoch[62] Elapsed time 5.000 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.459726 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.42] INFO:root:Epoch[63] Elapsed time 4.959 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.422931 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.5] INFO:root:Epoch[64] Elapsed time 5.037 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.496860 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.42] INFO:root:Epoch[65] Elapsed time 4.907 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.418978 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.45] INFO:root:Epoch[66] Elapsed time 4.990 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.449566 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.44] INFO:root:Epoch[67] Elapsed time 5.014 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.435912 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.52] INFO:root:Epoch[68] Elapsed time 5.095 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.515407 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.39] INFO:root:Epoch[69] Elapsed time 4.927 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.387979 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.46] INFO:root:Epoch[70] Elapsed time 5.102 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.456384 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.42] INFO:root:Epoch[71] Elapsed time 4.986 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.424349 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.46] INFO:root:Epoch[72] Elapsed time 5.010 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.461211 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.39] INFO:root:Epoch[73] Elapsed time 5.048 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.389437 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.41] INFO:root:Epoch[74] Elapsed time 5.025 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.405126 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.42] INFO:root:Epoch[75] Elapsed time 5.038 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.415121 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.45] INFO:root:Epoch[76] Elapsed time 5.125 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.447603 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.4] INFO:root:Epoch[77] Elapsed time 4.861 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.398449 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.42] INFO:root:Epoch[78] Elapsed time 5.030 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.419907 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.26it/s, avg_epoch_loss=5.45] INFO:root:Epoch[79] Elapsed time 5.477 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.447545 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.47] INFO:root:Epoch[80] Elapsed time 5.069 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.467809 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.42] INFO:root:Epoch[81] Elapsed time 4.897 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.419723 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.39] INFO:root:Epoch[82] Elapsed time 5.021 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.388455 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.39] INFO:root:Epoch[83] Elapsed time 5.027 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.389442 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.49] INFO:root:Epoch[84] Elapsed time 4.994 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.493172 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.44] INFO:root:Epoch[85] Elapsed time 4.921 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.436644 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.4] INFO:root:Epoch[86] Elapsed time 4.994 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.401394 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.38] INFO:root:Epoch[87] Elapsed time 5.028 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.378533 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.43] INFO:root:Epoch[88] Elapsed time 5.011 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.433183 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.46] INFO:root:Epoch[89] Elapsed time 5.064 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.460787 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.41] INFO:root:Epoch[90] Elapsed time 5.090 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.405013 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.42] INFO:root:Epoch[91] Elapsed time 4.975 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.418750 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.47] INFO:root:Epoch[92] Elapsed time 4.981 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.469499 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.47] INFO:root:Epoch[93] Elapsed time 5.121 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.466975 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.41] INFO:root:Epoch[94] Elapsed time 4.939 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.406223 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.41] INFO:root:Epoch[95] Elapsed time 5.142 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.411096 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.42] INFO:root:Epoch[96] Elapsed time 4.962 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.418008 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.46] INFO:root:Epoch[97] Elapsed time 4.928 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.462962 INFO:root:Loading parameters from best epoch (87) INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.42] INFO:root:Epoch[98] Elapsed time 4.847 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.416425 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.42] INFO:root:Epoch[99] Elapsed time 4.965 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.419219 INFO:root:Loading parameters from best epoch (87) INFO:root:Final loss: 5.378533210754394 (occurred at epoch 87) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.36it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.810611 0.035636 46.457133 0.032933 0.015265 seed epochs num_batches 0 42 100 100 Seed: 43
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 21.75it/s, avg_epoch_loss=7.26] INFO:root:Epoch[0] Elapsed time 4.600 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.264834 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.65] INFO:root:Epoch[1] Elapsed time 5.216 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.645659 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.57] INFO:root:Epoch[2] Elapsed time 5.262 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.565277 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.42] INFO:root:Epoch[3] Elapsed time 4.955 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.419175 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.42] INFO:root:Epoch[4] Elapsed time 5.109 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.417252 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.3] INFO:root:Epoch[5] Elapsed time 5.012 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.297146 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.31] INFO:root:Epoch[6] Elapsed time 5.043 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.306996 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.2] INFO:root:Epoch[7] Elapsed time 5.005 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.203931 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.21] INFO:root:Epoch[8] Elapsed time 5.124 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.207922 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.08] INFO:root:Epoch[9] Elapsed time 5.045 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.083330 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.1] INFO:root:Epoch[10] Elapsed time 5.153 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.103575 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.15] INFO:root:Epoch[11] Elapsed time 5.189 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.153466 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.02] INFO:root:Epoch[12] Elapsed time 5.294 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.016768 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.98] INFO:root:Epoch[13] Elapsed time 5.124 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.979494 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.97] INFO:root:Epoch[14] Elapsed time 5.012 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.967302 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.97] INFO:root:Epoch[15] Elapsed time 5.156 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.970566 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.98] INFO:root:Epoch[16] Elapsed time 5.072 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.979207 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.42it/s, avg_epoch_loss=5.89] INFO:root:Epoch[17] Elapsed time 5.744 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.885995 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.94] INFO:root:Epoch[18] Elapsed time 5.054 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.942534 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.92] INFO:root:Epoch[19] Elapsed time 5.047 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.924070 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.87] INFO:root:Epoch[20] Elapsed time 4.974 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.866961 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.84] INFO:root:Epoch[21] Elapsed time 5.062 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.842191 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.82] INFO:root:Epoch[22] Elapsed time 5.047 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.822857 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.84] INFO:root:Epoch[23] Elapsed time 5.160 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.840673 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.8] INFO:root:Epoch[24] Elapsed time 4.959 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.804878 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.85] INFO:root:Epoch[25] Elapsed time 5.060 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.854376 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.76] INFO:root:Epoch[26] Elapsed time 5.071 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.763844 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.8] INFO:root:Epoch[27] Elapsed time 5.144 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.797622 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.78] INFO:root:Epoch[28] Elapsed time 4.994 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.784827 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.75] INFO:root:Epoch[29] Elapsed time 5.166 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.747191 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.73] INFO:root:Epoch[30] Elapsed time 5.090 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.726119 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.78] INFO:root:Epoch[31] Elapsed time 5.091 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.781768 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.79] INFO:root:Epoch[32] Elapsed time 5.007 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.789497 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.79] INFO:root:Epoch[33] Elapsed time 5.161 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.787734 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.66] INFO:root:Epoch[34] Elapsed time 5.081 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.658351 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.84] INFO:root:Epoch[35] Elapsed time 5.041 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.844877 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.68] INFO:root:Epoch[36] Elapsed time 4.985 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.682026 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.65] INFO:root:Epoch[37] Elapsed time 5.079 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.652452 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.6] INFO:root:Epoch[38] Elapsed time 5.109 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.597433 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.76] INFO:root:Epoch[39] Elapsed time 5.148 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.762333 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.63] INFO:root:Epoch[40] Elapsed time 5.078 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.629700 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.62] INFO:root:Epoch[41] Elapsed time 5.045 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.617785 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.62] INFO:root:Epoch[42] Elapsed time 5.065 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.619904 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.72] INFO:root:Epoch[43] Elapsed time 4.944 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.720768 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.73] INFO:root:Epoch[44] Elapsed time 5.178 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.731618 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.65] INFO:root:Epoch[45] Elapsed time 5.078 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.653446 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.65] INFO:root:Epoch[46] Elapsed time 5.232 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.652720 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.62] INFO:root:Epoch[47] Elapsed time 5.055 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.620850 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.73] INFO:root:Epoch[48] Elapsed time 5.123 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.729947 INFO:root:Loading parameters from best epoch (38) INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.58] INFO:root:Epoch[49] Elapsed time 5.016 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.584341 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.62] INFO:root:Epoch[50] Elapsed time 5.191 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.615295 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.56] INFO:root:Epoch[51] Elapsed time 5.092 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.558002 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.39it/s, avg_epoch_loss=5.69] INFO:root:Epoch[52] Elapsed time 5.752 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.691392 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.57] INFO:root:Epoch[53] Elapsed time 4.895 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.573837 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.55] INFO:root:Epoch[54] Elapsed time 5.077 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.549358 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.57] INFO:root:Epoch[55] Elapsed time 5.053 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.573907 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.59] INFO:root:Epoch[56] Elapsed time 5.069 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.593844 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.59] INFO:root:Epoch[57] Elapsed time 4.984 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.594342 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.59] INFO:root:Epoch[58] Elapsed time 5.100 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.590393 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.56] INFO:root:Epoch[59] Elapsed time 5.173 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.560411 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.61] INFO:root:Epoch[60] Elapsed time 5.156 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.608532 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.54] INFO:root:Epoch[61] Elapsed time 4.925 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.540899 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.53] INFO:root:Epoch[62] Elapsed time 5.258 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.531045 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.57] INFO:root:Epoch[63] Elapsed time 5.057 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.566512 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.61] INFO:root:Epoch[64] Elapsed time 5.232 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.612177 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.57] INFO:root:Epoch[65] Elapsed time 5.150 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.566325 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.59] INFO:root:Epoch[66] Elapsed time 5.063 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.594402 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.51] INFO:root:Epoch[67] Elapsed time 5.081 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.505243 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.58] INFO:root:Epoch[68] Elapsed time 5.110 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.578382 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.6] INFO:root:Epoch[69] Elapsed time 5.203 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.596821 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.55] INFO:root:Epoch[70] Elapsed time 5.160 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.551815 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=5.52] INFO:root:Epoch[71] Elapsed time 5.352 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.524695 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.51] INFO:root:Epoch[72] Elapsed time 5.067 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.506806 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.57] INFO:root:Epoch[73] Elapsed time 5.150 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.569223 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.52] INFO:root:Epoch[74] Elapsed time 5.057 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.518309 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=5.55] INFO:root:Epoch[75] Elapsed time 5.327 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.554678 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.52] INFO:root:Epoch[76] Elapsed time 4.990 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.517119 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.59] INFO:root:Epoch[77] Elapsed time 5.059 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.589703 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.53] INFO:root:Epoch[78] Elapsed time 5.058 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.527259 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.51] INFO:root:Epoch[79] Elapsed time 5.139 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.512608 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.51] INFO:root:Epoch[80] Elapsed time 5.042 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.506378 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.55] INFO:root:Epoch[81] Elapsed time 5.103 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.552183 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.52] INFO:root:Epoch[82] Elapsed time 5.005 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.521669 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=5.49] INFO:root:Epoch[83] Elapsed time 5.390 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.487149 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.49] INFO:root:Epoch[84] Elapsed time 5.166 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.490947 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=5.59] INFO:root:Epoch[85] Elapsed time 5.326 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.591611 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.53] INFO:root:Epoch[86] Elapsed time 4.964 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.531153 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.43it/s, avg_epoch_loss=5.48] INFO:root:Epoch[87] Elapsed time 5.741 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.476744 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.48] INFO:root:Epoch[88] Elapsed time 5.036 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.478813 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.57] INFO:root:Epoch[89] Elapsed time 5.086 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.572619 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.49] INFO:root:Epoch[90] Elapsed time 4.895 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.487744 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.47] INFO:root:Epoch[91] Elapsed time 5.207 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.474942 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=5.48] INFO:root:Epoch[92] Elapsed time 5.308 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.479773 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.59] INFO:root:Epoch[93] Elapsed time 5.034 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.590729 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.48] INFO:root:Epoch[94] Elapsed time 5.023 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.481782 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.53] INFO:root:Epoch[95] Elapsed time 5.067 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.527630 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.48] INFO:root:Epoch[96] Elapsed time 4.932 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.483050 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.54] INFO:root:Epoch[97] Elapsed time 5.069 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.536145 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.51] INFO:root:Epoch[98] Elapsed time 5.156 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.508335 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.46] INFO:root:Epoch[99] Elapsed time 5.065 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.464155 INFO:root:Loading parameters from best epoch (99) INFO:root:Final loss: 5.464154558181763 (occurred at epoch 99) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:53<00:00, 24.37it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 4.686141 0.041681 69.08875 0.038529 0.021287 43 epochs num_batches 0 100 100 Seed: 44
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=7.27] INFO:root:Epoch[0] Elapsed time 5.021 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.271277 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=6.56] INFO:root:Epoch[1] Elapsed time 5.393 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.555693 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.53] INFO:root:Epoch[2] Elapsed time 5.244 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.525706 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.48it/s, avg_epoch_loss=6.41] INFO:root:Epoch[3] Elapsed time 5.413 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.409730 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.31] INFO:root:Epoch[4] Elapsed time 5.285 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.312046 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.31] INFO:root:Epoch[5] Elapsed time 5.253 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.307779 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=6.31] INFO:root:Epoch[6] Elapsed time 5.401 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.306952 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.19] INFO:root:Epoch[7] Elapsed time 5.223 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.194353 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=6.12] INFO:root:Epoch[8] Elapsed time 5.377 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.116412 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.05] INFO:root:Epoch[9] Elapsed time 5.102 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.050471 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.16] INFO:root:Epoch[10] Elapsed time 5.265 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.159482 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.02] INFO:root:Epoch[11] Elapsed time 5.247 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.021336 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.09] INFO:root:Epoch[12] Elapsed time 5.391 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.089918 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.94] INFO:root:Epoch[13] Elapsed time 5.155 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.944480 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6] INFO:root:Epoch[14] Elapsed time 5.338 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.000162 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.93] INFO:root:Epoch[15] Elapsed time 5.213 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.932000 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.9] INFO:root:Epoch[16] Elapsed time 5.231 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.897090 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.92] INFO:root:Epoch[17] Elapsed time 5.121 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.916555 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.98] INFO:root:Epoch[18] Elapsed time 5.081 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.976522 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.85] INFO:root:Epoch[19] Elapsed time 5.097 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.853463 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.85] INFO:root:Epoch[20] Elapsed time 5.134 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.852508 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.86] INFO:root:Epoch[21] Elapsed time 5.137 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.864662 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.92] INFO:root:Epoch[22] Elapsed time 4.989 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.918599 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.56it/s, avg_epoch_loss=5.9] INFO:root:Epoch[23] Elapsed time 5.698 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.895741 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.84] INFO:root:Epoch[24] Elapsed time 5.034 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.836690 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.85] INFO:root:Epoch[25] Elapsed time 5.049 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.850462 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.87] INFO:root:Epoch[26] Elapsed time 5.065 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.868553 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.79] INFO:root:Epoch[27] Elapsed time 5.047 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.794777 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.77] INFO:root:Epoch[28] Elapsed time 5.077 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.766200 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.75] INFO:root:Epoch[29] Elapsed time 5.181 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.745010 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.81] INFO:root:Epoch[30] Elapsed time 5.152 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.806152 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.89] INFO:root:Epoch[31] Elapsed time 5.098 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.891851 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.73] INFO:root:Epoch[32] Elapsed time 5.114 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.730232 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=5.69] INFO:root:Epoch[33] Elapsed time 5.266 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.690757 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.69] INFO:root:Epoch[34] Elapsed time 5.081 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.688109 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.83] INFO:root:Epoch[35] Elapsed time 5.068 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.830598 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.72] INFO:root:Epoch[36] Elapsed time 5.067 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.719619 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.84] INFO:root:Epoch[37] Elapsed time 5.135 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.838069 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.69] INFO:root:Epoch[38] Elapsed time 5.135 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.694697 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.77] INFO:root:Epoch[39] Elapsed time 5.103 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.772262 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.7] INFO:root:Epoch[40] Elapsed time 5.012 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.695577 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.69] INFO:root:Epoch[41] Elapsed time 5.162 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.692203 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.61] INFO:root:Epoch[42] Elapsed time 5.114 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.607423 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.81] INFO:root:Epoch[43] Elapsed time 5.114 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.811562 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.7] INFO:root:Epoch[44] Elapsed time 5.154 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.695299 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.73] INFO:root:Epoch[45] Elapsed time 5.189 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.730180 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.59] INFO:root:Epoch[46] Elapsed time 5.068 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.592645 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.74] INFO:root:Epoch[47] Elapsed time 5.208 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.741289 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.63] INFO:root:Epoch[48] Elapsed time 5.016 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.633645 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.61] INFO:root:Epoch[49] Elapsed time 5.099 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.612300 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.57] INFO:root:Epoch[50] Elapsed time 5.116 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.574038 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.74] INFO:root:Epoch[51] Elapsed time 5.165 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.738521 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.63] INFO:root:Epoch[52] Elapsed time 5.081 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.626130 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.62] INFO:root:Epoch[53] Elapsed time 4.984 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.622033 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.62] INFO:root:Epoch[54] Elapsed time 5.126 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.619078 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.62] INFO:root:Epoch[55] Elapsed time 5.065 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.620054 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.61] INFO:root:Epoch[56] Elapsed time 5.002 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.605854 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.58] INFO:root:Epoch[57] Elapsed time 5.013 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.581668 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.17it/s, avg_epoch_loss=5.53] INFO:root:Epoch[58] Elapsed time 5.826 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.527928 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.66] INFO:root:Epoch[59] Elapsed time 5.000 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.663445 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.58] INFO:root:Epoch[60] Elapsed time 5.084 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.584828 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.48] INFO:root:Epoch[61] Elapsed time 5.102 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.480489 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.49] INFO:root:Epoch[62] Elapsed time 5.258 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.491174 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.52] INFO:root:Epoch[63] Elapsed time 5.091 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.520006 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.51] INFO:root:Epoch[64] Elapsed time 5.186 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.514592 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.47] INFO:root:Epoch[65] Elapsed time 5.077 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.468953 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.52] INFO:root:Epoch[66] Elapsed time 5.116 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.520138 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.47] INFO:root:Epoch[67] Elapsed time 5.051 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.468836 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.56] INFO:root:Epoch[68] Elapsed time 5.073 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.559332 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.45] INFO:root:Epoch[69] Elapsed time 5.036 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.446393 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.5] INFO:root:Epoch[70] Elapsed time 5.187 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.497754 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.45] INFO:root:Epoch[71] Elapsed time 5.104 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.452082 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.53] INFO:root:Epoch[72] Elapsed time 5.091 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.532391 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.46] INFO:root:Epoch[73] Elapsed time 4.972 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.458816 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.46] INFO:root:Epoch[74] Elapsed time 5.153 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.460918 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.42] INFO:root:Epoch[75] Elapsed time 5.091 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.416833 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.51] INFO:root:Epoch[76] Elapsed time 5.105 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.514868 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.52] INFO:root:Epoch[77] Elapsed time 5.067 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.520262 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.49] INFO:root:Epoch[78] Elapsed time 5.016 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.485990 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.43] INFO:root:Epoch[79] Elapsed time 5.120 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.433316 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.47] INFO:root:Epoch[80] Elapsed time 5.103 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.471553 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.5] INFO:root:Epoch[81] Elapsed time 5.182 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.504350 INFO:root:Epoch[82] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.44] INFO:root:Epoch[82] Elapsed time 4.983 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.442595 INFO:root:Epoch[83] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.44] INFO:root:Epoch[83] Elapsed time 5.175 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.444620 INFO:root:Epoch[84] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.47] INFO:root:Epoch[84] Elapsed time 5.191 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.467335 INFO:root:Epoch[85] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.48] INFO:root:Epoch[85] Elapsed time 5.226 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.483019 INFO:root:Loading parameters from best epoch (75) INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.48] INFO:root:Epoch[86] Elapsed time 5.009 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.478895 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.42] INFO:root:Epoch[87] Elapsed time 5.078 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.419602 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.39] INFO:root:Epoch[88] Elapsed time 5.060 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.389587 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.52] INFO:root:Epoch[89] Elapsed time 5.115 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.516376 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.45] INFO:root:Epoch[90] Elapsed time 4.935 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.445384 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.41] INFO:root:Epoch[91] Elapsed time 5.044 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.409746 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.39] INFO:root:Epoch[92] Elapsed time 4.980 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.388094 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=5.49] INFO:root:Epoch[93] Elapsed time 5.421 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.488366 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.44] INFO:root:Epoch[94] Elapsed time 5.276 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.444585 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.41] INFO:root:Epoch[95] Elapsed time 4.993 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.413196 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.39] INFO:root:Epoch[96] Elapsed time 4.974 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.392183 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.45] INFO:root:Epoch[97] Elapsed time 5.208 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.446370 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.4] INFO:root:Epoch[98] Elapsed time 4.952 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.397400 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.45] INFO:root:Epoch[99] Elapsed time 5.123 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.453799 INFO:root:Loading parameters from best epoch (92) INFO:root:Final loss: 5.388093776702881 (occurred at epoch 92) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.35it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.648795 0.034095 44.136896 0.029586 0.013566 seed epochs num_batches 0 44 100 100 Seed: 45
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 21.07it/s, avg_epoch_loss=7.21] INFO:root:Epoch[0] Elapsed time 4.749 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.206096 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.53] INFO:root:Epoch[1] Elapsed time 5.139 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.525294 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.53] INFO:root:Epoch[2] Elapsed time 5.182 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.527155 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.33] INFO:root:Epoch[3] Elapsed time 5.092 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.329723 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.33] INFO:root:Epoch[4] Elapsed time 5.117 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.326297 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.29] INFO:root:Epoch[5] Elapsed time 5.064 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.289796 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.32] INFO:root:Epoch[6] Elapsed time 5.120 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.321371 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.15] INFO:root:Epoch[7] Elapsed time 5.033 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.146479 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.17] INFO:root:Epoch[8] Elapsed time 5.167 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.165751 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.07] INFO:root:Epoch[9] Elapsed time 5.097 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.073891 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.1] INFO:root:Epoch[10] Elapsed time 5.114 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.100550 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.07] INFO:root:Epoch[11] Elapsed time 5.039 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.066194 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.93] INFO:root:Epoch[12] Elapsed time 5.072 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.925830 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.92] INFO:root:Epoch[13] Elapsed time 5.125 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.923567 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.02] INFO:root:Epoch[14] Elapsed time 5.060 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.019233 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=5.99] INFO:root:Epoch[15] Elapsed time 5.264 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.993153 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.97] INFO:root:Epoch[16] Elapsed time 5.087 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.974283 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.87] INFO:root:Epoch[17] Elapsed time 5.159 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.872593 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.98] INFO:root:Epoch[18] Elapsed time 5.058 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.982177 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.96] INFO:root:Epoch[19] Elapsed time 5.179 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.957376 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.83] INFO:root:Epoch[20] Elapsed time 5.059 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.832356 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.87] INFO:root:Epoch[21] Elapsed time 5.128 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.872389 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.82] INFO:root:Epoch[22] Elapsed time 5.174 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.824824 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.89] INFO:root:Epoch[23] Elapsed time 5.103 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.891721 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.79] INFO:root:Epoch[24] Elapsed time 4.986 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.786389 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.77] INFO:root:Epoch[25] Elapsed time 5.128 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.766124 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.8] INFO:root:Epoch[26] Elapsed time 5.155 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.797552 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.82] INFO:root:Epoch[27] Elapsed time 5.084 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.817059 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.84] INFO:root:Epoch[28] Elapsed time 5.022 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.835726 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.71] INFO:root:Epoch[29] Elapsed time 5.145 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.711674 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.71] INFO:root:Epoch[30] Elapsed time 5.054 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.712071 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.66it/s, avg_epoch_loss=5.77] INFO:root:Epoch[31] Elapsed time 5.665 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.769276 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.7] INFO:root:Epoch[32] Elapsed time 5.027 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.703357 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.72] INFO:root:Epoch[33] Elapsed time 5.108 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.715297 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.57] INFO:root:Epoch[34] Elapsed time 5.169 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.573791 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.8] INFO:root:Epoch[35] Elapsed time 5.032 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.797862 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.69] INFO:root:Epoch[36] Elapsed time 5.197 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.691958 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.67] INFO:root:Epoch[37] Elapsed time 4.985 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.667390 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.59] INFO:root:Epoch[38] Elapsed time 5.190 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.594586 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.62] INFO:root:Epoch[39] Elapsed time 5.048 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.621434 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.82] INFO:root:Epoch[40] Elapsed time 5.126 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.819597 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.63] INFO:root:Epoch[41] Elapsed time 5.041 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.630464 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.64] INFO:root:Epoch[42] Elapsed time 5.119 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.639716 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.6] INFO:root:Epoch[43] Elapsed time 5.035 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.595112 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.64] INFO:root:Epoch[44] Elapsed time 5.121 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.643829 INFO:root:Loading parameters from best epoch (34) INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.6] INFO:root:Epoch[45] Elapsed time 5.039 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.602048 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.6] INFO:root:Epoch[46] Elapsed time 5.129 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.597878 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.58] INFO:root:Epoch[47] Elapsed time 5.014 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.582431 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.61] INFO:root:Epoch[48] Elapsed time 5.080 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.607439 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.56] INFO:root:Epoch[49] Elapsed time 5.072 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.561442 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.56] INFO:root:Epoch[50] Elapsed time 5.187 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.563523 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.56] INFO:root:Epoch[51] Elapsed time 5.029 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.556190 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.6] INFO:root:Epoch[52] Elapsed time 5.087 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.604645 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.56] INFO:root:Epoch[53] Elapsed time 5.055 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.563869 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.59] INFO:root:Epoch[54] Elapsed time 5.092 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.588580 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.56] INFO:root:Epoch[55] Elapsed time 5.070 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.564739 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.6] INFO:root:Epoch[56] Elapsed time 5.198 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.600357 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.56] INFO:root:Epoch[57] Elapsed time 4.999 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.564913 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.54] INFO:root:Epoch[58] Elapsed time 5.021 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.536352 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.55] INFO:root:Epoch[59] Elapsed time 4.969 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.553832 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.6] INFO:root:Epoch[60] Elapsed time 5.062 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.604385 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.51] INFO:root:Epoch[61] Elapsed time 5.042 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.510277 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.57] INFO:root:Epoch[62] Elapsed time 5.149 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.568614 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.54] INFO:root:Epoch[63] Elapsed time 5.197 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.536992 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=5.68] INFO:root:Epoch[64] Elapsed time 5.278 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.680750 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.58] INFO:root:Epoch[65] Elapsed time 4.970 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.579589 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.16it/s, avg_epoch_loss=5.52] INFO:root:Epoch[66] Elapsed time 5.511 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.518719 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=5.49] INFO:root:Epoch[67] Elapsed time 5.439 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.494511 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.56] INFO:root:Epoch[68] Elapsed time 5.039 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.555355 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.53] INFO:root:Epoch[69] Elapsed time 5.155 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.527771 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.51] INFO:root:Epoch[70] Elapsed time 5.017 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.511425 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.51] INFO:root:Epoch[71] Elapsed time 5.125 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.509835 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.5] INFO:root:Epoch[72] Elapsed time 5.038 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.504546 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.64] INFO:root:Epoch[73] Elapsed time 5.215 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.641490 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.5] INFO:root:Epoch[74] Elapsed time 5.030 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.498212 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.51] INFO:root:Epoch[75] Elapsed time 5.148 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.507902 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.5] INFO:root:Epoch[76] Elapsed time 5.135 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.503682 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.57] INFO:root:Epoch[77] Elapsed time 5.122 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.565621 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.51] INFO:root:Epoch[78] Elapsed time 5.072 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.512672 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.44] INFO:root:Epoch[79] Elapsed time 5.076 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.444355 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.49] INFO:root:Epoch[80] Elapsed time 5.132 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.492623 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.5] INFO:root:Epoch[81] Elapsed time 5.132 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.500365 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.54] INFO:root:Epoch[82] Elapsed time 5.093 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.538091 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.49] INFO:root:Epoch[83] Elapsed time 5.209 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.488360 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.51] INFO:root:Epoch[84] Elapsed time 5.120 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.511236 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.5] INFO:root:Epoch[85] Elapsed time 5.096 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.500400 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=5.52] INFO:root:Epoch[86] Elapsed time 5.307 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.520683 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.51] INFO:root:Epoch[87] Elapsed time 4.986 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.508089 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.46] INFO:root:Epoch[88] Elapsed time 5.089 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.458784 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.46] INFO:root:Epoch[89] Elapsed time 5.210 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.459580 INFO:root:Loading parameters from best epoch (79) INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.56] INFO:root:Epoch[90] Elapsed time 5.244 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.560780 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.48] INFO:root:Epoch[91] Elapsed time 4.989 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.475539 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.46] INFO:root:Epoch[92] Elapsed time 5.067 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.456567 INFO:root:Epoch[93] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.49] INFO:root:Epoch[93] Elapsed time 4.998 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.493899 INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.54] INFO:root:Epoch[94] Elapsed time 5.112 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.541910 INFO:root:Epoch[95] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.49] INFO:root:Epoch[95] Elapsed time 5.085 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.489682 INFO:root:Epoch[96] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.47] INFO:root:Epoch[96] Elapsed time 5.108 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.471261 INFO:root:Epoch[97] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.5] INFO:root:Epoch[97] Elapsed time 4.998 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.496315 INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.56] INFO:root:Epoch[98] Elapsed time 5.023 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.560337 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.46] INFO:root:Epoch[99] Elapsed time 5.155 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.463348 INFO:root:Loading parameters from best epoch (79) INFO:root:Loading parameters from best epoch (79) INFO:root:Final loss: 5.444354572296143 (occurred at epoch 79) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.32it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 3.86877 0.035711 53.745233 0.03318 0.016892 45 epochs num_batches 0 100 100 Seed: 46
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=7.08] INFO:root:Epoch[0] Elapsed time 4.797 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.075297 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.55] INFO:root:Epoch[1] Elapsed time 5.177 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.549395 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.52] INFO:root:Epoch[2] Elapsed time 5.206 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.517536 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.34] INFO:root:Epoch[3] Elapsed time 4.995 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.343182 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.65it/s, avg_epoch_loss=6.34] INFO:root:Epoch[4] Elapsed time 5.667 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.344967 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.21] INFO:root:Epoch[5] Elapsed time 5.074 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.205600 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.24] INFO:root:Epoch[6] Elapsed time 5.211 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.243877 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.17] INFO:root:Epoch[7] Elapsed time 5.025 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.170590 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.06] INFO:root:Epoch[8] Elapsed time 5.165 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.058087 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6] INFO:root:Epoch[9] Elapsed time 5.056 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=5.997648 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.08] INFO:root:Epoch[10] Elapsed time 5.147 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.075127 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.98] INFO:root:Epoch[11] Elapsed time 5.090 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.979831 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.95] INFO:root:Epoch[12] Elapsed time 5.110 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.948699 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.94] INFO:root:Epoch[13] Elapsed time 5.035 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.938279 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.02] INFO:root:Epoch[14] Elapsed time 5.090 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.019677 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.84] INFO:root:Epoch[15] Elapsed time 4.956 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.838836 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.92] INFO:root:Epoch[16] Elapsed time 5.151 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.917527 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.9] INFO:root:Epoch[17] Elapsed time 5.251 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.904107 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.9] INFO:root:Epoch[18] Elapsed time 5.314 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.897446 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.86] INFO:root:Epoch[19] Elapsed time 4.976 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.859947 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.81] INFO:root:Epoch[20] Elapsed time 5.128 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.813031 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.78] INFO:root:Epoch[21] Elapsed time 5.086 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.776972 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.89] INFO:root:Epoch[22] Elapsed time 5.006 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.890287 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=5.81] INFO:root:Epoch[23] Elapsed time 5.286 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.811024 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.74] INFO:root:Epoch[24] Elapsed time 5.024 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.743629 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.76] INFO:root:Epoch[25] Elapsed time 5.105 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.761393 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.75] INFO:root:Epoch[26] Elapsed time 4.954 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.752652 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.72] INFO:root:Epoch[27] Elapsed time 5.190 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.723941 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.65] INFO:root:Epoch[28] Elapsed time 5.003 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.648539 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.68] INFO:root:Epoch[29] Elapsed time 5.106 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.680069 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.62] INFO:root:Epoch[30] Elapsed time 5.052 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.616540 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.67] INFO:root:Epoch[31] Elapsed time 5.068 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.672248 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.61] INFO:root:Epoch[32] Elapsed time 4.955 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.609755 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.59] INFO:root:Epoch[33] Elapsed time 5.070 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.588744 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.65] INFO:root:Epoch[34] Elapsed time 4.973 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.646293 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.67] INFO:root:Epoch[35] Elapsed time 5.181 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.668359 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.67] INFO:root:Epoch[36] Elapsed time 4.941 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.666949 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.58] INFO:root:Epoch[37] Elapsed time 5.133 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.584953 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.55] INFO:root:Epoch[38] Elapsed time 4.963 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.552912 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.67it/s, avg_epoch_loss=5.57] INFO:root:Epoch[39] Elapsed time 5.358 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.565469 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.57] INFO:root:Epoch[40] Elapsed time 5.235 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.573756 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.58] INFO:root:Epoch[41] Elapsed time 5.139 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.576516 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.51] INFO:root:Epoch[42] Elapsed time 5.000 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.505407 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.57] INFO:root:Epoch[43] Elapsed time 5.081 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.570922 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.49] INFO:root:Epoch[44] Elapsed time 4.960 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.492975 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.53] INFO:root:Epoch[45] Elapsed time 5.109 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.530193 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.55] INFO:root:Epoch[46] Elapsed time 5.106 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.550944 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.62] INFO:root:Epoch[47] Elapsed time 5.016 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.619756 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.5] INFO:root:Epoch[48] Elapsed time 4.965 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.502408 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.53] INFO:root:Epoch[49] Elapsed time 5.110 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.526229 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.49] INFO:root:Epoch[50] Elapsed time 5.028 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.492626 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.52] INFO:root:Epoch[51] Elapsed time 5.126 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.520675 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.49] INFO:root:Epoch[52] Elapsed time 5.060 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.486498 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.51] INFO:root:Epoch[53] Elapsed time 5.075 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.506153 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.5] INFO:root:Epoch[54] Elapsed time 5.171 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.501112 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.59] INFO:root:Epoch[55] Elapsed time 5.206 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.585916 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.53] INFO:root:Epoch[56] Elapsed time 4.979 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.532433 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.53] INFO:root:Epoch[57] Elapsed time 5.204 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.534287 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.43] INFO:root:Epoch[58] Elapsed time 5.163 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.428178 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.54] INFO:root:Epoch[59] Elapsed time 5.057 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.541561 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.48] INFO:root:Epoch[60] Elapsed time 5.035 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.482678 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.46] INFO:root:Epoch[61] Elapsed time 5.002 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.458247 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.43] INFO:root:Epoch[62] Elapsed time 5.063 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.429444 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.51] INFO:root:Epoch[63] Elapsed time 5.002 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.514229 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.47] INFO:root:Epoch[64] Elapsed time 5.046 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.474711 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.56] INFO:root:Epoch[65] Elapsed time 5.052 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.564455 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.47] INFO:root:Epoch[66] Elapsed time 5.219 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.470255 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.48] INFO:root:Epoch[67] Elapsed time 5.160 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.475608 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.57] INFO:root:Epoch[68] Elapsed time 5.109 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.565113 INFO:root:Loading parameters from best epoch (58) INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.46] INFO:root:Epoch[69] Elapsed time 5.234 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.458875 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.44] INFO:root:Epoch[70] Elapsed time 5.143 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.438557 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.43] INFO:root:Epoch[71] Elapsed time 5.134 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.428888 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.47] INFO:root:Epoch[72] Elapsed time 5.236 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.474862 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.39] INFO:root:Epoch[73] Elapsed time 4.993 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.389503 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.45] INFO:root:Epoch[74] Elapsed time 5.247 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.446005 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.67it/s, avg_epoch_loss=5.45] INFO:root:Epoch[75] Elapsed time 5.661 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.449589 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.49] INFO:root:Epoch[76] Elapsed time 5.131 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.492294 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.43] INFO:root:Epoch[77] Elapsed time 5.036 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.430829 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.38] INFO:root:Epoch[78] Elapsed time 5.065 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.384875 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.43] INFO:root:Epoch[79] Elapsed time 5.003 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.429068 INFO:root:Epoch[80] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.49] INFO:root:Epoch[80] Elapsed time 5.124 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.488657 INFO:root:Epoch[81] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.42] INFO:root:Epoch[81] Elapsed time 4.999 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.418364 INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.36] INFO:root:Epoch[82] Elapsed time 5.062 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.362253 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.41] INFO:root:Epoch[83] Elapsed time 5.066 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.406728 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.49] INFO:root:Epoch[84] Elapsed time 5.045 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.490513 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.44] INFO:root:Epoch[85] Elapsed time 5.002 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.438497 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.43] INFO:root:Epoch[86] Elapsed time 5.085 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.427026 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.4] INFO:root:Epoch[87] Elapsed time 5.003 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.395636 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.47] INFO:root:Epoch[88] Elapsed time 5.115 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.470874 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.52] INFO:root:Epoch[89] Elapsed time 5.010 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.515091 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.44] INFO:root:Epoch[90] Elapsed time 5.067 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.444735 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.35] INFO:root:Epoch[91] Elapsed time 5.043 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.349025 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.5] INFO:root:Epoch[92] Elapsed time 5.082 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.500665 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.46] INFO:root:Epoch[93] Elapsed time 4.992 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.458038 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.38] INFO:root:Epoch[94] Elapsed time 5.031 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.375250 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.36] INFO:root:Epoch[95] Elapsed time 5.011 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.363636 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.53] INFO:root:Epoch[96] Elapsed time 5.116 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.534211 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.42] INFO:root:Epoch[97] Elapsed time 5.210 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.421038 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=5.43] INFO:root:Epoch[98] Elapsed time 5.307 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.429714 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.42] INFO:root:Epoch[99] Elapsed time 5.105 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.417493 INFO:root:Loading parameters from best epoch (91) INFO:root:Final loss: 5.349024648666382 (occurred at epoch 91) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.34it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.486731 0.033482 41.862445 0.028125 0.013472 seed epochs num_batches 0 46 100 100 Seed: 47
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=7.33] INFO:root:Epoch[0] Elapsed time 4.757 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.327109 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.59] INFO:root:Epoch[1] Elapsed time 5.146 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.588857 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.51] INFO:root:Epoch[2] Elapsed time 5.071 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.512587 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.41] INFO:root:Epoch[3] Elapsed time 5.028 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.407704 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.35] INFO:root:Epoch[4] Elapsed time 5.104 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.353937 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.31] INFO:root:Epoch[5] Elapsed time 5.323 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.307379 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.32] INFO:root:Epoch[6] Elapsed time 5.200 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.317198 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.21] INFO:root:Epoch[7] Elapsed time 5.056 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.213683 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.12] INFO:root:Epoch[8] Elapsed time 5.174 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.118264 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.09] INFO:root:Epoch[9] Elapsed time 5.103 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.094956 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.1] INFO:root:Epoch[10] Elapsed time 5.035 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.100884 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.05] INFO:root:Epoch[11] Elapsed time 5.089 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.051565 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.08] INFO:root:Epoch[12] Elapsed time 5.244 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.083501 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.79it/s, avg_epoch_loss=5.95] INFO:root:Epoch[13] Elapsed time 5.623 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.947045 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.96] INFO:root:Epoch[14] Elapsed time 5.122 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.956699 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.97] INFO:root:Epoch[15] Elapsed time 5.176 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.970286 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.95] INFO:root:Epoch[16] Elapsed time 4.975 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.950369 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.91] INFO:root:Epoch[17] Elapsed time 5.114 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.914085 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.84] INFO:root:Epoch[18] Elapsed time 5.190 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.842005 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.87] INFO:root:Epoch[19] Elapsed time 5.235 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.874073 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.86] INFO:root:Epoch[20] Elapsed time 5.045 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.860696 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.83] INFO:root:Epoch[21] Elapsed time 5.182 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.829351 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.86] INFO:root:Epoch[22] Elapsed time 5.015 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.861112 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.82] INFO:root:Epoch[23] Elapsed time 5.115 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.823494 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.86] INFO:root:Epoch[24] Elapsed time 5.038 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.855068 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.71] INFO:root:Epoch[25] Elapsed time 5.182 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.707214 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.83] INFO:root:Epoch[26] Elapsed time 5.063 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.833466 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.83] INFO:root:Epoch[27] Elapsed time 5.013 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.826300 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.73] INFO:root:Epoch[28] Elapsed time 5.038 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.726943 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.66] INFO:root:Epoch[29] Elapsed time 5.120 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.664954 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.7] INFO:root:Epoch[30] Elapsed time 5.094 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.703487 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.71] INFO:root:Epoch[31] Elapsed time 5.020 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.712102 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.66] INFO:root:Epoch[32] Elapsed time 4.972 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.658007 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.6] INFO:root:Epoch[33] Elapsed time 5.117 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.602082 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.62] INFO:root:Epoch[34] Elapsed time 5.097 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.619303 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.65] INFO:root:Epoch[35] Elapsed time 5.196 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.654901 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.62] INFO:root:Epoch[36] Elapsed time 5.017 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.617695 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.71] INFO:root:Epoch[37] Elapsed time 5.218 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.714732 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.62] INFO:root:Epoch[38] Elapsed time 5.109 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.617921 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.66] INFO:root:Epoch[39] Elapsed time 5.172 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.657180 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.62] INFO:root:Epoch[40] Elapsed time 4.935 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.616374 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.6] INFO:root:Epoch[41] Elapsed time 5.133 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.602026 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.52] INFO:root:Epoch[42] Elapsed time 5.146 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.521560 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.63] INFO:root:Epoch[43] Elapsed time 5.081 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.634575 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.57] INFO:root:Epoch[44] Elapsed time 5.022 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.572052 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.57] INFO:root:Epoch[45] Elapsed time 5.151 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.573686 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.5] INFO:root:Epoch[46] Elapsed time 5.126 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.499739 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.56] INFO:root:Epoch[47] Elapsed time 5.206 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.558295 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.58it/s, avg_epoch_loss=5.65] INFO:root:Epoch[48] Elapsed time 5.691 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.648332 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.56] INFO:root:Epoch[49] Elapsed time 5.039 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.555289 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.56] INFO:root:Epoch[50] Elapsed time 5.193 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.564280 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.51] INFO:root:Epoch[51] Elapsed time 5.106 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.508963 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.53] INFO:root:Epoch[52] Elapsed time 5.120 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.533878 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.55] INFO:root:Epoch[53] Elapsed time 5.225 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.550622 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.52] INFO:root:Epoch[54] Elapsed time 5.115 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.524308 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.52] INFO:root:Epoch[55] Elapsed time 5.076 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.519973 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.6] INFO:root:Epoch[56] Elapsed time 5.092 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.595245 INFO:root:Loading parameters from best epoch (46) INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.49] INFO:root:Epoch[57] Elapsed time 5.167 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.492833 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.49] INFO:root:Epoch[58] Elapsed time 5.140 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.485969 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.47] INFO:root:Epoch[59] Elapsed time 5.064 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.465268 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.56] INFO:root:Epoch[60] Elapsed time 5.075 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.557055 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.47] INFO:root:Epoch[61] Elapsed time 5.015 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.467571 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.45] INFO:root:Epoch[62] Elapsed time 5.106 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.451809 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.49] INFO:root:Epoch[63] Elapsed time 5.078 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.493105 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.56] INFO:root:Epoch[64] Elapsed time 5.114 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.558588 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.53] INFO:root:Epoch[65] Elapsed time 5.072 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.527852 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.45] INFO:root:Epoch[66] Elapsed time 5.206 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.449809 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.42] INFO:root:Epoch[67] Elapsed time 5.107 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.416952 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.51] INFO:root:Epoch[68] Elapsed time 4.975 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.510160 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.49] INFO:root:Epoch[69] Elapsed time 5.053 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.493964 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.48] INFO:root:Epoch[70] Elapsed time 4.973 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.479159 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.44] INFO:root:Epoch[71] Elapsed time 5.054 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.443050 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.47] INFO:root:Epoch[72] Elapsed time 5.033 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.468079 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.48] INFO:root:Epoch[73] Elapsed time 5.091 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.481675 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.46] INFO:root:Epoch[74] Elapsed time 5.004 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.457822 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.47] INFO:root:Epoch[75] Elapsed time 5.084 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.468463 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.46] INFO:root:Epoch[76] Elapsed time 5.158 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.461796 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=5.5] INFO:root:Epoch[77] Elapsed time 5.241 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.504532 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.48] INFO:root:Epoch[78] Elapsed time 4.970 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.478937 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.46] INFO:root:Epoch[79] Elapsed time 5.154 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.461743 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.43] INFO:root:Epoch[80] Elapsed time 4.994 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.428762 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.5] INFO:root:Epoch[81] Elapsed time 5.127 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.501630 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.44] INFO:root:Epoch[82] Elapsed time 4.994 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.441043 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.59it/s, avg_epoch_loss=5.43] INFO:root:Epoch[83] Elapsed time 5.688 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.429689 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.45] INFO:root:Epoch[84] Elapsed time 4.979 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.445980 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.52] INFO:root:Epoch[85] Elapsed time 5.022 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.515895 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.42] INFO:root:Epoch[86] Elapsed time 4.975 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.422081 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.44] INFO:root:Epoch[87] Elapsed time 5.042 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.442767 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[88] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.46] INFO:root:Epoch[88] Elapsed time 5.013 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.463420 INFO:root:Epoch[89] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.49] INFO:root:Epoch[89] Elapsed time 5.131 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.493225 INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.45] INFO:root:Epoch[90] Elapsed time 5.006 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.450130 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.42] INFO:root:Epoch[91] Elapsed time 5.034 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.417984 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.42] INFO:root:Epoch[92] Elapsed time 5.002 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.416459 INFO:root:Epoch[93] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.48] INFO:root:Epoch[93] Elapsed time 4.981 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.476418 INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.43] INFO:root:Epoch[94] Elapsed time 4.968 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.431889 INFO:root:Epoch[95] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.46] INFO:root:Epoch[95] Elapsed time 5.111 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.457712 INFO:root:Epoch[96] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.44] INFO:root:Epoch[96] Elapsed time 5.010 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.438474 INFO:root:Epoch[97] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.51] INFO:root:Epoch[97] Elapsed time 5.088 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.509986 INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.44] INFO:root:Epoch[98] Elapsed time 4.924 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.437673 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.43] INFO:root:Epoch[99] Elapsed time 5.126 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.433623 INFO:root:Loading parameters from best epoch (92) INFO:root:Final loss: 5.4164589452743535 (occurred at epoch 92) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.31it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.536524 0.033463 45.310314 0.027968 0.013934 seed epochs num_batches 0 47 100 100 Seed: 48
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 21.25it/s, avg_epoch_loss=7.32] INFO:root:Epoch[0] Elapsed time 4.709 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.315512 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.51] INFO:root:Epoch[1] Elapsed time 5.143 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.508927 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.49] INFO:root:Epoch[2] Elapsed time 5.088 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.489106 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.36] INFO:root:Epoch[3] Elapsed time 5.061 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.355872 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.34] INFO:root:Epoch[4] Elapsed time 5.115 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.344730 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.17] INFO:root:Epoch[5] Elapsed time 5.037 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.173587 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.34] INFO:root:Epoch[6] Elapsed time 5.056 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.341113 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.12] INFO:root:Epoch[7] Elapsed time 4.922 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.119813 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.11] INFO:root:Epoch[8] Elapsed time 5.288 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.106671 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.14] INFO:root:Epoch[9] Elapsed time 5.089 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.143794 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.1] INFO:root:Epoch[10] Elapsed time 5.081 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.103299 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.02] INFO:root:Epoch[11] Elapsed time 4.984 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.015916 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.96] INFO:root:Epoch[12] Elapsed time 5.207 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.956588 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.99] INFO:root:Epoch[13] Elapsed time 5.192 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.985758 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.02] INFO:root:Epoch[14] Elapsed time 5.054 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.016257 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.01] INFO:root:Epoch[15] Elapsed time 5.043 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.009735 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.89] INFO:root:Epoch[16] Elapsed time 5.124 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.886878 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.82] INFO:root:Epoch[17] Elapsed time 5.100 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.819417 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.9] INFO:root:Epoch[18] Elapsed time 5.059 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.896672 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.86] INFO:root:Epoch[19] Elapsed time 5.155 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.859518 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.75] INFO:root:Epoch[20] Elapsed time 5.011 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.746545 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.23it/s, avg_epoch_loss=5.73] INFO:root:Epoch[21] Elapsed time 5.806 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.729225 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.87] INFO:root:Epoch[22] Elapsed time 5.062 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.874482 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.81] INFO:root:Epoch[23] Elapsed time 5.115 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.812793 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.84] INFO:root:Epoch[24] Elapsed time 5.161 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.835462 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.7] INFO:root:Epoch[25] Elapsed time 5.114 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.704407 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.69] INFO:root:Epoch[26] Elapsed time 5.161 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.688556 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.75] INFO:root:Epoch[27] Elapsed time 5.084 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.754730 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.72] INFO:root:Epoch[28] Elapsed time 5.008 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.723795 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.68] INFO:root:Epoch[29] Elapsed time 5.035 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.680971 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.7] INFO:root:Epoch[30] Elapsed time 5.210 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.704636 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.71] INFO:root:Epoch[31] Elapsed time 5.103 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.708510 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.63] INFO:root:Epoch[32] Elapsed time 5.022 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.626168 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.63] INFO:root:Epoch[33] Elapsed time 5.148 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.634628 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.59] INFO:root:Epoch[34] Elapsed time 5.063 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.592664 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.73] INFO:root:Epoch[35] Elapsed time 5.157 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.733606 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.62] INFO:root:Epoch[36] Elapsed time 4.971 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.624113 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.63] INFO:root:Epoch[37] Elapsed time 5.068 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.625750 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.63] INFO:root:Epoch[38] Elapsed time 4.969 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.630708 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.59] INFO:root:Epoch[39] Elapsed time 5.209 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.594367 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.59] INFO:root:Epoch[40] Elapsed time 4.929 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.594264 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.56] INFO:root:Epoch[41] Elapsed time 5.113 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.564786 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=5.59] INFO:root:Epoch[42] Elapsed time 5.245 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.591109 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.63] INFO:root:Epoch[43] Elapsed time 5.044 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.625564 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.55] INFO:root:Epoch[44] Elapsed time 4.995 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.551321 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.55] INFO:root:Epoch[45] Elapsed time 5.170 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.545909 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.48] INFO:root:Epoch[46] Elapsed time 5.112 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.481947 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=5.61] INFO:root:Epoch[47] Elapsed time 5.343 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.607160 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.54] INFO:root:Epoch[48] Elapsed time 5.050 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.539474 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=5.53] INFO:root:Epoch[49] Elapsed time 5.309 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.534982 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.48] INFO:root:Epoch[50] Elapsed time 5.091 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.479580 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.57] INFO:root:Epoch[51] Elapsed time 5.045 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.568380 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.49] INFO:root:Epoch[52] Elapsed time 5.130 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.494884 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.51] INFO:root:Epoch[53] Elapsed time 5.181 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.507409 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.52] INFO:root:Epoch[54] Elapsed time 5.018 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.524291 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.57] INFO:root:Epoch[55] Elapsed time 5.140 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.566222 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.49it/s, avg_epoch_loss=5.56] INFO:root:Epoch[56] Elapsed time 5.718 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.563761 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.48] INFO:root:Epoch[57] Elapsed time 5.001 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.481467 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.53] INFO:root:Epoch[58] Elapsed time 5.160 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.533633 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.49] INFO:root:Epoch[59] Elapsed time 5.100 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.493492 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.49] INFO:root:Epoch[60] Elapsed time 5.142 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.494520 INFO:root:Loading parameters from best epoch (50) INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.45] INFO:root:Epoch[61] Elapsed time 4.983 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.450583 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.46] INFO:root:Epoch[62] Elapsed time 5.091 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.456019 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.43] INFO:root:Epoch[63] Elapsed time 5.017 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.429698 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.5] INFO:root:Epoch[64] Elapsed time 5.079 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.497632 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.46] INFO:root:Epoch[65] Elapsed time 5.076 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.459336 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.45] INFO:root:Epoch[66] Elapsed time 5.084 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.449489 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.42] INFO:root:Epoch[67] Elapsed time 5.054 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.419747 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.45] INFO:root:Epoch[68] Elapsed time 5.209 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.453298 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.48] INFO:root:Epoch[69] Elapsed time 4.944 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.481405 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.42] INFO:root:Epoch[70] Elapsed time 5.126 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.422354 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.48] INFO:root:Epoch[71] Elapsed time 5.072 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.477912 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.46] INFO:root:Epoch[72] Elapsed time 5.015 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.460974 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.47] INFO:root:Epoch[73] Elapsed time 4.971 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.468309 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.44] INFO:root:Epoch[74] Elapsed time 5.091 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.437903 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.43] INFO:root:Epoch[75] Elapsed time 4.998 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.433098 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.48] INFO:root:Epoch[76] Elapsed time 5.135 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.479101 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.45] INFO:root:Epoch[77] Elapsed time 5.065 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.454463 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.46] INFO:root:Epoch[78] Elapsed time 5.110 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.456393 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.44] INFO:root:Epoch[79] Elapsed time 5.065 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.435423 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.52] INFO:root:Epoch[80] Elapsed time 5.116 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.516817 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.42] INFO:root:Epoch[81] Elapsed time 5.015 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.419892 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.43] INFO:root:Epoch[82] Elapsed time 5.111 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.429972 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.41] INFO:root:Epoch[83] Elapsed time 5.052 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.414821 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=5.48] INFO:root:Epoch[84] Elapsed time 5.270 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.478157 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.47] INFO:root:Epoch[85] Elapsed time 4.984 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.465303 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.43] INFO:root:Epoch[86] Elapsed time 5.183 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.425515 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.4] INFO:root:Epoch[87] Elapsed time 5.155 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.395568 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.52] INFO:root:Epoch[88] Elapsed time 5.112 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.522076 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.44] INFO:root:Epoch[89] Elapsed time 4.961 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.442045 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.36] INFO:root:Epoch[90] Elapsed time 5.059 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.363628 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.57it/s, avg_epoch_loss=5.43] INFO:root:Epoch[91] Elapsed time 5.694 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.430243 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=5.52] INFO:root:Epoch[92] Elapsed time 5.265 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.517769 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.42] INFO:root:Epoch[93] Elapsed time 4.997 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.424155 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.38] INFO:root:Epoch[94] Elapsed time 5.110 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.381910 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.41] INFO:root:Epoch[95] Elapsed time 5.122 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.407845 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.44] INFO:root:Epoch[96] Elapsed time 5.085 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.440927 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.44] INFO:root:Epoch[97] Elapsed time 5.199 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.436802 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.41] INFO:root:Epoch[98] Elapsed time 5.056 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.407069 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.4] INFO:root:Epoch[99] Elapsed time 5.057 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.396225 INFO:root:Loading parameters from best epoch (90) INFO:root:Final loss: 5.363628211021424 (occurred at epoch 90) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.36it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.490511 0.032395 44.574563 0.028979 0.014046 seed epochs num_batches 0 48 100 100 Seed: 49
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 21.04it/s, avg_epoch_loss=7.15] INFO:root:Epoch[0] Elapsed time 4.755 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.152857 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.54] INFO:root:Epoch[1] Elapsed time 5.306 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.538895 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.46] INFO:root:Epoch[2] Elapsed time 5.109 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.456689 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.34] INFO:root:Epoch[3] Elapsed time 5.007 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.342433 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.31] INFO:root:Epoch[4] Elapsed time 5.135 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.309174 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.26] INFO:root:Epoch[5] Elapsed time 5.074 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.258196 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.28] INFO:root:Epoch[6] Elapsed time 5.034 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.275175 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.16] INFO:root:Epoch[7] Elapsed time 5.162 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.162684 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.05] INFO:root:Epoch[8] Elapsed time 5.187 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.054666 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.05] INFO:root:Epoch[9] Elapsed time 5.060 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.045091 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.09] INFO:root:Epoch[10] Elapsed time 5.122 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.091512 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.94] INFO:root:Epoch[11] Elapsed time 5.052 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.939083 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.94] INFO:root:Epoch[12] Elapsed time 5.112 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.937176 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6] INFO:root:Epoch[13] Elapsed time 5.284 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.998662 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.97] INFO:root:Epoch[14] Elapsed time 5.093 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.965586 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.84] INFO:root:Epoch[15] Elapsed time 5.003 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.840311 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.86] INFO:root:Epoch[16] Elapsed time 5.065 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.859875 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.81] INFO:root:Epoch[17] Elapsed time 5.025 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.808780 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.96] INFO:root:Epoch[18] Elapsed time 5.238 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.961564 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.79] INFO:root:Epoch[19] Elapsed time 4.984 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.792126 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.78] INFO:root:Epoch[20] Elapsed time 5.139 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.777128 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.71] INFO:root:Epoch[21] Elapsed time 5.022 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.707173 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.82] INFO:root:Epoch[22] Elapsed time 5.075 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.824678 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.72] INFO:root:Epoch[23] Elapsed time 5.065 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.724280 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.69] INFO:root:Epoch[24] Elapsed time 5.175 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.686631 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.63] INFO:root:Epoch[25] Elapsed time 5.165 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.629978 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.67] INFO:root:Epoch[26] Elapsed time 5.087 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.665104 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.75] INFO:root:Epoch[27] Elapsed time 5.271 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.754773 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.68] INFO:root:Epoch[28] Elapsed time 5.062 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.678662 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 16.90it/s, avg_epoch_loss=5.65] INFO:root:Epoch[29] Elapsed time 5.919 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.649870 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.67] INFO:root:Epoch[30] Elapsed time 5.223 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.666871 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.69] INFO:root:Epoch[31] Elapsed time 5.246 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.685297 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.62] INFO:root:Epoch[32] Elapsed time 5.080 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.620828 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=5.6] INFO:root:Epoch[33] Elapsed time 5.373 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.595372 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.63] INFO:root:Epoch[34] Elapsed time 5.156 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.632932 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.64] INFO:root:Epoch[35] Elapsed time 5.246 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.642539 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.62] INFO:root:Epoch[36] Elapsed time 5.107 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.619529 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.62] INFO:root:Epoch[37] Elapsed time 5.209 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.622880 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.68] INFO:root:Epoch[38] Elapsed time 5.191 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.676320 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.66] INFO:root:Epoch[39] Elapsed time 5.268 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.662803 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.55] INFO:root:Epoch[40] Elapsed time 5.159 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.554064 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.59] INFO:root:Epoch[41] Elapsed time 5.137 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.588985 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=5.64] INFO:root:Epoch[42] Elapsed time 5.258 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.635023 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.63] INFO:root:Epoch[43] Elapsed time 5.175 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.632975 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.53] INFO:root:Epoch[44] Elapsed time 5.022 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.533052 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.51] INFO:root:Epoch[45] Elapsed time 5.161 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.512436 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.5] INFO:root:Epoch[46] Elapsed time 5.162 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.501261 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.58] INFO:root:Epoch[47] Elapsed time 5.090 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.576600 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.58] INFO:root:Epoch[48] Elapsed time 5.103 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.576826 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.51] INFO:root:Epoch[49] Elapsed time 5.031 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.505254 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.48] INFO:root:Epoch[50] Elapsed time 5.128 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.484861 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.52] INFO:root:Epoch[51] Elapsed time 5.069 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.520977 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.53] INFO:root:Epoch[52] Elapsed time 5.091 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.526824 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.52] INFO:root:Epoch[53] Elapsed time 5.020 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.524989 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.46] INFO:root:Epoch[54] Elapsed time 5.111 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.461046 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.51] INFO:root:Epoch[55] Elapsed time 5.141 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.512891 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.57] INFO:root:Epoch[56] Elapsed time 5.112 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.572928 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.47] INFO:root:Epoch[57] Elapsed time 5.021 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.465877 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.47] INFO:root:Epoch[58] Elapsed time 5.093 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.469033 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.43] INFO:root:Epoch[59] Elapsed time 5.067 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.434025 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.55] INFO:root:Epoch[60] Elapsed time 5.116 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.551944 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.54] INFO:root:Epoch[61] Elapsed time 5.160 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.544662 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.54] INFO:root:Epoch[62] Elapsed time 5.107 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.541996 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.43] INFO:root:Epoch[63] Elapsed time 4.971 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.425020 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.50it/s, avg_epoch_loss=5.53] INFO:root:Epoch[64] Elapsed time 5.714 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.528965 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43] INFO:root:Epoch[65] Elapsed time 5.048 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.431527 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.45] INFO:root:Epoch[66] Elapsed time 5.145 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.453193 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.46] INFO:root:Epoch[67] Elapsed time 5.101 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.455788 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.53] INFO:root:Epoch[68] Elapsed time 5.203 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.531124 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.49] INFO:root:Epoch[69] Elapsed time 4.974 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.486729 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.46] INFO:root:Epoch[70] Elapsed time 5.157 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.461893 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=5.42] INFO:root:Epoch[71] Elapsed time 5.387 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.418115 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.52] INFO:root:Epoch[72] Elapsed time 5.011 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.519964 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.48] INFO:root:Epoch[73] Elapsed time 5.072 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.477545 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.44] INFO:root:Epoch[74] Elapsed time 5.055 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.439072 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.43] INFO:root:Epoch[75] Elapsed time 5.182 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.427155 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.46] INFO:root:Epoch[76] Elapsed time 5.044 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.460842 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.48] INFO:root:Epoch[77] Elapsed time 5.225 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.483796 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.45] INFO:root:Epoch[78] Elapsed time 5.070 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.445679 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.41] INFO:root:Epoch[79] Elapsed time 5.057 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.406935 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.42] INFO:root:Epoch[80] Elapsed time 5.166 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.424409 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.48] INFO:root:Epoch[81] Elapsed time 5.312 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.483785 INFO:root:Epoch[82] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.42] INFO:root:Epoch[82] Elapsed time 5.095 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.423612 INFO:root:Epoch[83] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.4] INFO:root:Epoch[83] Elapsed time 5.046 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.400056 INFO:root:Epoch[84] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.46] INFO:root:Epoch[84] Elapsed time 5.068 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.458207 INFO:root:Epoch[85] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.46] INFO:root:Epoch[85] Elapsed time 5.215 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.457684 INFO:root:Epoch[86] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.43] INFO:root:Epoch[86] Elapsed time 5.023 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.429298 INFO:root:Epoch[87] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.43] INFO:root:Epoch[87] Elapsed time 5.069 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.430827 INFO:root:Epoch[88] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.48] INFO:root:Epoch[88] Elapsed time 5.004 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.476188 INFO:root:Epoch[89] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.51] INFO:root:Epoch[89] Elapsed time 5.077 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.509439 INFO:root:Epoch[90] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.41] INFO:root:Epoch[90] Elapsed time 5.062 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.413861 INFO:root:Epoch[91] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=5.46] INFO:root:Epoch[91] Elapsed time 5.295 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.457502 INFO:root:Epoch[92] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.44] INFO:root:Epoch[92] Elapsed time 5.083 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.440429 INFO:root:Epoch[93] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.49] INFO:root:Epoch[93] Elapsed time 5.064 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.489332 INFO:root:Loading parameters from best epoch (83) INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.38] INFO:root:Epoch[94] Elapsed time 4.994 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.381828 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.41] INFO:root:Epoch[95] Elapsed time 5.056 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.409083 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.38] INFO:root:Epoch[96] Elapsed time 5.033 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.383732 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.45] INFO:root:Epoch[97] Elapsed time 5.130 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.449015 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.4] INFO:root:Epoch[98] Elapsed time 4.906 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.399334 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.87it/s, avg_epoch_loss=5.41] INFO:root:Epoch[99] Elapsed time 5.599 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.410448 INFO:root:Loading parameters from best epoch (94) INFO:root:Final loss: 5.381828451156617 (occurred at epoch 94) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:44<00:00, 25.73it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.424077 0.032263 40.660041 0.027711 0.013049 seed epochs num_batches 0 49 100 100 Seed: 50
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 21.44it/s, avg_epoch_loss=7.41] INFO:root:Epoch[0] Elapsed time 4.667 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.412522 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.55] INFO:root:Epoch[1] Elapsed time 5.089 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.545913 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.53it/s, avg_epoch_loss=6.49] INFO:root:Epoch[2] Elapsed time 5.704 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.488928 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.36] INFO:root:Epoch[3] Elapsed time 4.973 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.364336 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.31] INFO:root:Epoch[4] Elapsed time 5.055 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.307986 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.25] INFO:root:Epoch[5] Elapsed time 5.042 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.245765 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.19] INFO:root:Epoch[6] Elapsed time 5.058 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.186355 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.12] INFO:root:Epoch[7] Elapsed time 4.986 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.115661 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.08] INFO:root:Epoch[8] Elapsed time 5.051 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.076284 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.06] INFO:root:Epoch[9] Elapsed time 5.059 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.056800 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.06] INFO:root:Epoch[10] Elapsed time 4.995 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.061346 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.93] INFO:root:Epoch[11] Elapsed time 4.980 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.927075 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=5.9] INFO:root:Epoch[12] Elapsed time 5.346 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.898265 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.91] INFO:root:Epoch[13] Elapsed time 5.185 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.914366 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.9] INFO:root:Epoch[14] Elapsed time 5.041 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.903032 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.86] INFO:root:Epoch[15] Elapsed time 5.069 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.863926 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.82] INFO:root:Epoch[16] Elapsed time 5.098 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.824407 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=5.92] INFO:root:Epoch[17] Elapsed time 5.308 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.916580 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.82] INFO:root:Epoch[18] Elapsed time 5.013 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.819505 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.84] INFO:root:Epoch[19] Elapsed time 5.145 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.842105 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.77] INFO:root:Epoch[20] Elapsed time 5.164 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.767393 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.78] INFO:root:Epoch[21] Elapsed time 5.208 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.784711 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.7] INFO:root:Epoch[22] Elapsed time 5.092 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.696977 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.84] INFO:root:Epoch[23] Elapsed time 5.135 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.836278 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.73] INFO:root:Epoch[24] Elapsed time 5.034 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.726454 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.73] INFO:root:Epoch[25] Elapsed time 5.111 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.725795 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.64] INFO:root:Epoch[26] Elapsed time 4.989 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.644720 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.72] INFO:root:Epoch[27] Elapsed time 5.089 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.717873 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.62] INFO:root:Epoch[28] Elapsed time 4.987 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.621133 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.65] INFO:root:Epoch[29] Elapsed time 5.230 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.646971 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.65] INFO:root:Epoch[30] Elapsed time 5.007 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.646638 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.68] INFO:root:Epoch[31] Elapsed time 5.011 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.681858 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.61] INFO:root:Epoch[32] Elapsed time 4.956 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.611339 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.59] INFO:root:Epoch[33] Elapsed time 5.194 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.585545 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.56] INFO:root:Epoch[34] Elapsed time 5.092 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.564824 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.61] INFO:root:Epoch[35] Elapsed time 5.089 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.605319 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.62] INFO:root:Epoch[36] Elapsed time 4.991 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.622167 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.60it/s, avg_epoch_loss=5.55] INFO:root:Epoch[37] Elapsed time 5.683 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.546698 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.58] INFO:root:Epoch[38] Elapsed time 4.991 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.583882 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.6] INFO:root:Epoch[39] Elapsed time 5.082 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.603402 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.55] INFO:root:Epoch[40] Elapsed time 5.026 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.547070 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.53] INFO:root:Epoch[41] Elapsed time 5.117 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.532693 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.54] INFO:root:Epoch[42] Elapsed time 5.005 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.537311 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.62] INFO:root:Epoch[43] Elapsed time 5.060 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.615359 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.55] INFO:root:Epoch[44] Elapsed time 5.098 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.553834 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.54] INFO:root:Epoch[45] Elapsed time 5.115 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.543777 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.49] INFO:root:Epoch[46] Elapsed time 5.133 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.493328 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.6] INFO:root:Epoch[47] Elapsed time 4.966 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.599787 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.47] INFO:root:Epoch[48] Elapsed time 5.142 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.468368 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.52] INFO:root:Epoch[49] Elapsed time 4.994 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.515324 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.46] INFO:root:Epoch[50] Elapsed time 5.053 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.461028 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.53] INFO:root:Epoch[51] Elapsed time 5.210 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.530607 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.56] INFO:root:Epoch[52] Elapsed time 5.022 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.557541 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.45] INFO:root:Epoch[53] Elapsed time 5.175 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.452346 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.44] INFO:root:Epoch[54] Elapsed time 5.106 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.436015 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.47] INFO:root:Epoch[55] Elapsed time 5.027 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.465923 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.57] INFO:root:Epoch[56] Elapsed time 5.101 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.572894 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.5] INFO:root:Epoch[57] Elapsed time 4.945 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.497714 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.43] INFO:root:Epoch[58] Elapsed time 5.022 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.433984 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.51] INFO:root:Epoch[59] Elapsed time 5.017 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.508618 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.5] INFO:root:Epoch[60] Elapsed time 5.168 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.497539 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.49] INFO:root:Epoch[61] Elapsed time 5.039 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.487652 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.52] INFO:root:Epoch[62] Elapsed time 5.101 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.523998 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.49] INFO:root:Epoch[63] Elapsed time 5.047 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.487884 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.51] INFO:root:Epoch[64] Elapsed time 5.082 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.514029 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.46] INFO:root:Epoch[65] Elapsed time 4.920 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.464906 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.47] INFO:root:Epoch[66] Elapsed time 5.020 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.466464 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.44] INFO:root:Epoch[67] Elapsed time 5.180 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.440286 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.54] INFO:root:Epoch[68] Elapsed time 5.116 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.540204 INFO:root:Loading parameters from best epoch (58) INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.43] INFO:root:Epoch[69] Elapsed time 4.959 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.427989 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.44] INFO:root:Epoch[70] Elapsed time 5.215 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.436387 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.42] INFO:root:Epoch[71] Elapsed time 5.015 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.415646 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.48] INFO:root:Epoch[72] Elapsed time 5.017 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.477923 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.84it/s, avg_epoch_loss=5.45] INFO:root:Epoch[73] Elapsed time 5.606 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.453182 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.41] INFO:root:Epoch[74] Elapsed time 5.031 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.414473 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.41] INFO:root:Epoch[75] Elapsed time 5.122 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.411675 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.5] INFO:root:Epoch[76] Elapsed time 5.165 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.496363 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.47] INFO:root:Epoch[77] Elapsed time 4.939 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.469821 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.42] INFO:root:Epoch[78] Elapsed time 5.064 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.417134 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.38] INFO:root:Epoch[79] Elapsed time 5.024 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.383310 INFO:root:Epoch[80] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.5] INFO:root:Epoch[80] Elapsed time 5.037 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.501114 INFO:root:Epoch[81] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.43] INFO:root:Epoch[81] Elapsed time 4.920 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.432994 INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.41] INFO:root:Epoch[82] Elapsed time 5.226 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.409279 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.34] INFO:root:Epoch[83] Elapsed time 5.055 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.340320 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.44] INFO:root:Epoch[84] Elapsed time 5.049 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.444779 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.42] INFO:root:Epoch[85] Elapsed time 5.002 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.421898 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.41] INFO:root:Epoch[86] Elapsed time 4.999 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.408303 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.4] INFO:root:Epoch[87] Elapsed time 5.046 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.403575 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.49] INFO:root:Epoch[88] Elapsed time 5.038 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.490159 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.45] INFO:root:Epoch[89] Elapsed time 5.087 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.448866 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.4] INFO:root:Epoch[90] Elapsed time 4.984 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.398781 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.39] INFO:root:Epoch[91] Elapsed time 5.118 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.390091 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.41] INFO:root:Epoch[92] Elapsed time 5.028 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.405532 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.47] INFO:root:Epoch[93] Elapsed time 5.077 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.465512 INFO:root:Loading parameters from best epoch (83) INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.39] INFO:root:Epoch[94] Elapsed time 4.941 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.391803 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.42] INFO:root:Epoch[95] Elapsed time 5.143 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.424076 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.38] INFO:root:Epoch[96] Elapsed time 5.010 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.377544 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.43] INFO:root:Epoch[97] Elapsed time 5.116 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.425942 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.39] INFO:root:Epoch[98] Elapsed time 4.963 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.391623 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.37] INFO:root:Epoch[99] Elapsed time 5.068 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.374939 INFO:root:Loading parameters from best epoch (83) INFO:root:Final loss: 5.34032036781311 (occurred at epoch 83) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.40it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.779968 0.035661 46.922437 0.032369 0.015249 seed epochs num_batches 0 50 100 100 Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 21.27it/s, avg_epoch_loss=7.19] INFO:root:Epoch[0] Elapsed time 4.705 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.193942 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.56] INFO:root:Epoch[1] Elapsed time 5.027 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.564774 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.51] INFO:root:Epoch[2] Elapsed time 5.264 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.510698 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.38] INFO:root:Epoch[3] Elapsed time 5.026 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.378963 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.29] INFO:root:Epoch[4] Elapsed time 5.122 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.292600 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.25] INFO:root:Epoch[5] Elapsed time 5.083 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.248351 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.35] INFO:root:Epoch[6] Elapsed time 5.087 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.351584 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.2] INFO:root:Epoch[7] Elapsed time 5.046 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.196609 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.12] INFO:root:Epoch[8] Elapsed time 5.189 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.123357 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.1] INFO:root:Epoch[9] Elapsed time 5.215 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.095800 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.16] INFO:root:Epoch[10] Elapsed time 4.999 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.164655 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.33it/s, avg_epoch_loss=6.09] INFO:root:Epoch[11] Elapsed time 5.775 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.092289 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.97] INFO:root:Epoch[12] Elapsed time 5.037 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.973184 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.92] INFO:root:Epoch[13] Elapsed time 5.124 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.915796 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.92] INFO:root:Epoch[14] Elapsed time 4.984 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.916328 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.99] INFO:root:Epoch[15] Elapsed time 5.093 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.985234 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.91] INFO:root:Epoch[16] Elapsed time 5.007 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.907494 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.94] INFO:root:Epoch[17] Elapsed time 5.016 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.941440 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.83] INFO:root:Epoch[18] Elapsed time 4.982 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.829985 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=5.91] INFO:root:Epoch[19] Elapsed time 5.273 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.905236 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.82] INFO:root:Epoch[20] Elapsed time 5.043 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.816038 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.79] INFO:root:Epoch[21] Elapsed time 5.076 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.793847 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.79] INFO:root:Epoch[22] Elapsed time 5.025 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.785014 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.8] INFO:root:Epoch[23] Elapsed time 5.100 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.796727 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.75] INFO:root:Epoch[24] Elapsed time 4.925 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.749179 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.77] INFO:root:Epoch[25] Elapsed time 5.118 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.774503 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.75] INFO:root:Epoch[26] Elapsed time 5.018 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.752474 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.78] INFO:root:Epoch[27] Elapsed time 5.126 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.784237 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.7] INFO:root:Epoch[28] Elapsed time 5.041 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.703866 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.7] INFO:root:Epoch[29] Elapsed time 5.094 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.700799 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.68] INFO:root:Epoch[30] Elapsed time 5.147 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.684184 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.73] INFO:root:Epoch[31] Elapsed time 4.994 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.725556 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.67] INFO:root:Epoch[32] Elapsed time 4.933 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.666174 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.63] INFO:root:Epoch[33] Elapsed time 5.094 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.633577 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=5.66] INFO:root:Epoch[34] Elapsed time 5.290 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.660322 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.66] INFO:root:Epoch[35] Elapsed time 5.020 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.659294 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.58] INFO:root:Epoch[36] Elapsed time 4.972 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.578707 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.66] INFO:root:Epoch[37] Elapsed time 5.076 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.663865 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.68] INFO:root:Epoch[38] Elapsed time 5.020 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.678267 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.64] INFO:root:Epoch[39] Elapsed time 5.060 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.637952 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.6] INFO:root:Epoch[40] Elapsed time 5.026 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.599013 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.58] INFO:root:Epoch[41] Elapsed time 5.167 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.581224 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.52] INFO:root:Epoch[42] Elapsed time 5.191 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.516582 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.67] INFO:root:Epoch[43] Elapsed time 5.103 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.669382 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.59] INFO:root:Epoch[44] Elapsed time 5.191 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.590397 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=5.55] INFO:root:Epoch[45] Elapsed time 5.257 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.551546 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.85it/s, avg_epoch_loss=5.5] INFO:root:Epoch[46] Elapsed time 5.603 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.504307 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.62] INFO:root:Epoch[47] Elapsed time 5.070 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.619845 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.56] INFO:root:Epoch[48] Elapsed time 5.207 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.563052 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.52] INFO:root:Epoch[49] Elapsed time 5.195 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.520538 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.5] INFO:root:Epoch[50] Elapsed time 5.243 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.495945 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.49] INFO:root:Epoch[51] Elapsed time 5.110 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.491594 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.55] INFO:root:Epoch[52] Elapsed time 5.140 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.554026 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.52] INFO:root:Epoch[53] Elapsed time 5.059 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.518709 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.53] INFO:root:Epoch[54] Elapsed time 5.177 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.533793 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.5] INFO:root:Epoch[55] Elapsed time 5.060 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.500039 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.55] INFO:root:Epoch[56] Elapsed time 5.125 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.550094 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.5] INFO:root:Epoch[57] Elapsed time 5.019 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.503328 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.51] INFO:root:Epoch[58] Elapsed time 5.104 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.511325 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.51] INFO:root:Epoch[59] Elapsed time 5.230 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.513309 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.61] INFO:root:Epoch[60] Elapsed time 5.061 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.611224 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.48] INFO:root:Epoch[61] Elapsed time 4.987 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.483710 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.47] INFO:root:Epoch[62] Elapsed time 5.119 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.466533 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.46] INFO:root:Epoch[63] Elapsed time 5.037 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.461010 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.53] INFO:root:Epoch[64] Elapsed time 5.189 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.534190 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.53] INFO:root:Epoch[65] Elapsed time 5.077 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.533801 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.49] INFO:root:Epoch[66] Elapsed time 5.167 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.493739 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=5.44] INFO:root:Epoch[67] Elapsed time 5.340 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.439668 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.5] INFO:root:Epoch[68] Elapsed time 5.093 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.504648 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.5] INFO:root:Epoch[69] Elapsed time 4.985 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.498821 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.49] INFO:root:Epoch[70] Elapsed time 5.136 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.487231 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.47] INFO:root:Epoch[71] Elapsed time 5.117 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.474599 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.55] INFO:root:Epoch[72] Elapsed time 5.212 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.548929 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.51] INFO:root:Epoch[73] Elapsed time 5.122 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.505969 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.47] INFO:root:Epoch[74] Elapsed time 5.238 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.473710 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.44] INFO:root:Epoch[75] Elapsed time 5.214 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.438614 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.49] INFO:root:Epoch[76] Elapsed time 5.060 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.489965 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.48] INFO:root:Epoch[77] Elapsed time 5.076 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.477855 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.42] INFO:root:Epoch[78] Elapsed time 5.225 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.416343 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.45] INFO:root:Epoch[79] Elapsed time 5.161 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.450390 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.41] INFO:root:Epoch[80] Elapsed time 5.278 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.411721 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.06it/s, avg_epoch_loss=5.51] INFO:root:Epoch[81] Elapsed time 5.863 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.514901 INFO:root:Epoch[82] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.45] INFO:root:Epoch[82] Elapsed time 5.083 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.445701 INFO:root:Epoch[83] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=5.46] INFO:root:Epoch[83] Elapsed time 5.308 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.456341 INFO:root:Epoch[84] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.41] INFO:root:Epoch[84] Elapsed time 5.122 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.412512 INFO:root:Epoch[85] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.52] INFO:root:Epoch[85] Elapsed time 5.124 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.515475 INFO:root:Epoch[86] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.47] INFO:root:Epoch[86] Elapsed time 5.084 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.471317 INFO:root:Epoch[87] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=5.43] INFO:root:Epoch[87] Elapsed time 5.247 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.434044 INFO:root:Epoch[88] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.46] INFO:root:Epoch[88] Elapsed time 5.249 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.460546 INFO:root:Epoch[89] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.56] INFO:root:Epoch[89] Elapsed time 5.183 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.561755 INFO:root:Epoch[90] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.46] INFO:root:Epoch[90] Elapsed time 5.022 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.459072 INFO:root:Loading parameters from best epoch (80) INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.38] INFO:root:Epoch[91] Elapsed time 5.188 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.380990 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.37] INFO:root:Epoch[92] Elapsed time 5.197 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.373650 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.47] INFO:root:Epoch[93] Elapsed time 5.064 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.470553 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.42] INFO:root:Epoch[94] Elapsed time 5.128 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.420047 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.42] INFO:root:Epoch[95] Elapsed time 5.224 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.415823 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=5.35] INFO:root:Epoch[96] Elapsed time 5.325 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.345844 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.45] INFO:root:Epoch[97] Elapsed time 5.066 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.445828 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.45] INFO:root:Epoch[98] Elapsed time 5.116 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.450135 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.41] INFO:root:Epoch[99] Elapsed time 5.177 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.412833 INFO:root:Loading parameters from best epoch (96) INFO:root:Final loss: 5.345844230651855 (occurred at epoch 96) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.20it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 3.398746 0.032219 43.94735 0.027842 0.013395 51 epochs num_batches 0 100 100
Out[14]:
| MASE | sMAPE | MSIS | wQuantileLoss[0.5] | wQuantileLoss[0.9] | seed | epochs | num_batches | |
|---|---|---|---|---|---|---|---|---|
| 0 | 3.810611 | 0.035636 | 46.457133 | 0.032933 | 0.015265 | 42 | 100 | 100 |
| 0 | 4.686141 | 0.041681 | 69.088750 | 0.038529 | 0.021287 | 43 | 100 | 100 |
| 0 | 3.648795 | 0.034095 | 44.136896 | 0.029586 | 0.013566 | 44 | 100 | 100 |
| 0 | 3.868770 | 0.035711 | 53.745233 | 0.033180 | 0.016892 | 45 | 100 | 100 |
| 0 | 3.486731 | 0.033482 | 41.862445 | 0.028125 | 0.013472 | 46 | 100 | 100 |
| 0 | 3.536524 | 0.033463 | 45.310314 | 0.027968 | 0.013934 | 47 | 100 | 100 |
| 0 | 3.490511 | 0.032395 | 44.574563 | 0.028979 | 0.014046 | 48 | 100 | 100 |
| 0 | 3.424077 | 0.032263 | 40.660041 | 0.027711 | 0.013049 | 49 | 100 | 100 |
| 0 | 3.779968 | 0.035661 | 46.922437 | 0.032369 | 0.015249 | 50 | 100 | 100 |
| 0 | 3.398746 | 0.032219 | 43.947350 | 0.027842 | 0.013395 | 51 | 100 | 100 |
In [13]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_daily_domain", seed=i, epochs=200, batches=100)
pprint(df)
results = results.append(df)
results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.36] INFO:root:Epoch[0] Elapsed time 5.116 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.361301 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.6] INFO:root:Epoch[1] Elapsed time 5.311 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.597530 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.52] INFO:root:Epoch[2] Elapsed time 5.051 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.524238 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=6.39] INFO:root:Epoch[3] Elapsed time 4.834 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.389166 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.27] INFO:root:Epoch[4] Elapsed time 5.090 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.269193 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.21] INFO:root:Epoch[5] Elapsed time 5.106 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.211874 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.24] INFO:root:Epoch[6] Elapsed time 5.031 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.243960 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.18] INFO:root:Epoch[7] Elapsed time 4.893 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.178839 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.09] INFO:root:Epoch[8] Elapsed time 5.182 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.086871 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.08] INFO:root:Epoch[9] Elapsed time 5.053 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.078915 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.13] INFO:root:Epoch[10] Elapsed time 5.134 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.126639 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.99] INFO:root:Epoch[11] Elapsed time 4.873 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.992250 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.96] INFO:root:Epoch[12] Elapsed time 5.024 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.964662 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.89] INFO:root:Epoch[13] Elapsed time 4.941 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.888766 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.9] INFO:root:Epoch[14] Elapsed time 4.978 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.898431 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.81] INFO:root:Epoch[15] Elapsed time 4.988 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.807030 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.83] INFO:root:Epoch[16] Elapsed time 4.964 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.830407 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.8] INFO:root:Epoch[17] Elapsed time 5.142 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.795975 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=5.85] INFO:root:Epoch[18] Elapsed time 5.331 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.845881 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.73] INFO:root:Epoch[19] Elapsed time 5.236 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.732688 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.74] INFO:root:Epoch[20] Elapsed time 5.049 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.736377 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.73] INFO:root:Epoch[21] Elapsed time 4.923 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.729979 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.73] INFO:root:Epoch[22] Elapsed time 4.960 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.734093 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.76] INFO:root:Epoch[23] Elapsed time 4.987 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.759420 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.7] INFO:root:Epoch[24] Elapsed time 5.103 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.699125 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.64] INFO:root:Epoch[25] Elapsed time 5.048 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.638276 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.61] INFO:root:Epoch[26] Elapsed time 4.994 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.610807 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=5.63] INFO:root:Epoch[27] Elapsed time 5.245 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.632663 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.56] INFO:root:Epoch[28] Elapsed time 5.085 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.556131 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.61] INFO:root:Epoch[29] Elapsed time 5.161 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.605475 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.55] INFO:root:Epoch[30] Elapsed time 5.097 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.547162 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.59] INFO:root:Epoch[31] Elapsed time 5.078 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.587642 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.59] INFO:root:Epoch[32] Elapsed time 5.102 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.585744 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.59] INFO:root:Epoch[33] Elapsed time 5.132 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.588057 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.52] INFO:root:Epoch[34] Elapsed time 5.010 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.519832 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.61] INFO:root:Epoch[35] Elapsed time 5.176 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.606572 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.52] INFO:root:Epoch[36] Elapsed time 4.975 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.522026 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.58] INFO:root:Epoch[37] Elapsed time 5.129 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.581159 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.58] INFO:root:Epoch[38] Elapsed time 5.078 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.581405 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.56] INFO:root:Epoch[39] Elapsed time 5.151 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.559741 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.52] INFO:root:Epoch[40] Elapsed time 5.087 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.515251 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.58] INFO:root:Epoch[41] Elapsed time 5.275 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.578835 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.5] INFO:root:Epoch[42] Elapsed time 5.010 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.503409 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.58] INFO:root:Epoch[43] Elapsed time 5.177 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.580922 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.49] INFO:root:Epoch[44] Elapsed time 5.005 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.486971 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.48] INFO:root:Epoch[45] Elapsed time 5.158 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.475431 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.44] INFO:root:Epoch[46] Elapsed time 4.929 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.442843 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.56] INFO:root:Epoch[47] Elapsed time 5.118 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.561663 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.52] INFO:root:Epoch[48] Elapsed time 4.947 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.524724 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.47] INFO:root:Epoch[49] Elapsed time 5.051 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.469093 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.49] INFO:root:Epoch[50] Elapsed time 5.009 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.493677 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.48] INFO:root:Epoch[51] Elapsed time 5.007 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.482244 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.55] INFO:root:Epoch[52] Elapsed time 5.160 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.548290 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.45] INFO:root:Epoch[53] Elapsed time 5.085 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.445007 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.75it/s, avg_epoch_loss=5.48] INFO:root:Epoch[54] Elapsed time 5.638 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.481874 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.51] INFO:root:Epoch[55] Elapsed time 5.097 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.512843 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.54] INFO:root:Epoch[56] Elapsed time 4.999 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.539715 INFO:root:Loading parameters from best epoch (46) INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.43] INFO:root:Epoch[57] Elapsed time 5.007 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.433850 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.49] INFO:root:Epoch[58] Elapsed time 5.151 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.487738 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.48] INFO:root:Epoch[59] Elapsed time 5.002 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.476622 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.51] INFO:root:Epoch[60] Elapsed time 5.136 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.513090 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.42] INFO:root:Epoch[61] Elapsed time 4.945 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.419898 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.46] INFO:root:Epoch[62] Elapsed time 5.037 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.459726 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.42] INFO:root:Epoch[63] Elapsed time 4.998 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.422931 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.5] INFO:root:Epoch[64] Elapsed time 5.012 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.496860 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.42] INFO:root:Epoch[65] Elapsed time 4.984 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.418978 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.45] INFO:root:Epoch[66] Elapsed time 5.073 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.449566 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.44] INFO:root:Epoch[67] Elapsed time 4.993 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.435912 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.52] INFO:root:Epoch[68] Elapsed time 5.075 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.515407 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.39] INFO:root:Epoch[69] Elapsed time 4.955 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.387979 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.46] INFO:root:Epoch[70] Elapsed time 5.101 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.456384 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.42] INFO:root:Epoch[71] Elapsed time 4.906 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.424349 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.46] INFO:root:Epoch[72] Elapsed time 5.035 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.461211 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.39] INFO:root:Epoch[73] Elapsed time 5.117 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.389437 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.41] INFO:root:Epoch[74] Elapsed time 5.047 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.405126 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.42] INFO:root:Epoch[75] Elapsed time 5.146 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.415121 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.45] INFO:root:Epoch[76] Elapsed time 5.181 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.447603 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.4] INFO:root:Epoch[77] Elapsed time 4.912 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.398449 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.42] INFO:root:Epoch[78] Elapsed time 4.960 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.419907 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.45] INFO:root:Epoch[79] Elapsed time 5.045 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.447545 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.47] INFO:root:Epoch[80] Elapsed time 5.014 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.467809 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.42] INFO:root:Epoch[81] Elapsed time 4.851 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.419723 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.39] INFO:root:Epoch[82] Elapsed time 4.988 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.388455 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.39] INFO:root:Epoch[83] Elapsed time 4.991 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.389442 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.49] INFO:root:Epoch[84] Elapsed time 5.017 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.493172 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.44] INFO:root:Epoch[85] Elapsed time 4.972 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.436644 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.4] INFO:root:Epoch[86] Elapsed time 5.051 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.401394 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.38] INFO:root:Epoch[87] Elapsed time 5.073 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.378533 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.43] INFO:root:Epoch[88] Elapsed time 5.076 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.433183 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.40it/s, avg_epoch_loss=5.46] INFO:root:Epoch[89] Elapsed time 5.437 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.460787 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=5.41] INFO:root:Epoch[90] Elapsed time 5.225 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.405013 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.42] INFO:root:Epoch[91] Elapsed time 5.030 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.418750 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.47] INFO:root:Epoch[92] Elapsed time 4.982 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.469499 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=5.47] INFO:root:Epoch[93] Elapsed time 5.245 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.466975 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.41] INFO:root:Epoch[94] Elapsed time 5.026 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.406223 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.41] INFO:root:Epoch[95] Elapsed time 5.043 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.411096 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.42] INFO:root:Epoch[96] Elapsed time 4.923 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.418008 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.46] INFO:root:Epoch[97] Elapsed time 4.872 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.462962 INFO:root:Loading parameters from best epoch (87) INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.42] INFO:root:Epoch[98] Elapsed time 4.856 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.416425 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.42] INFO:root:Epoch[99] Elapsed time 4.919 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.419219 INFO:root:Epoch[100] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.46] INFO:root:Epoch[100] Elapsed time 5.099 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.464208 INFO:root:Epoch[101] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.45] INFO:root:Epoch[101] Elapsed time 5.101 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.447422 INFO:root:Epoch[102] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.38] INFO:root:Epoch[102] Elapsed time 5.030 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.380414 INFO:root:Epoch[103] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.4] INFO:root:Epoch[103] Elapsed time 5.097 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.399679 INFO:root:Epoch[104] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.43] INFO:root:Epoch[104] Elapsed time 5.164 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.431863 INFO:root:Epoch[105] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.45] INFO:root:Epoch[105] Elapsed time 5.068 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.448975 INFO:root:Epoch[106] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.38] INFO:root:Epoch[106] Elapsed time 4.958 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.379086 INFO:root:Epoch[107] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.4] INFO:root:Epoch[107] Elapsed time 5.080 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.396575 INFO:root:Loading parameters from best epoch (87) INFO:root:Epoch[108] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.41] INFO:root:Epoch[108] Elapsed time 4.933 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.409185 INFO:root:Epoch[109] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.44] INFO:root:Epoch[109] Elapsed time 4.996 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.438922 INFO:root:Epoch[110] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.44] INFO:root:Epoch[110] Elapsed time 4.875 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.442785 INFO:root:Epoch[111] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.39] INFO:root:Epoch[111] Elapsed time 5.031 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.391728 INFO:root:Epoch[112] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.39] INFO:root:Epoch[112] Elapsed time 4.930 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.387038 INFO:root:Epoch[113] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.47] INFO:root:Epoch[113] Elapsed time 5.100 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.466813 INFO:root:Epoch[114] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.42] INFO:root:Epoch[114] Elapsed time 4.985 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.423662 INFO:root:Epoch[115] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.43] INFO:root:Epoch[115] Elapsed time 5.162 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.430808 INFO:root:Epoch[116] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.41] INFO:root:Epoch[116] Elapsed time 5.106 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.405944 INFO:root:Epoch[117] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.46] INFO:root:Epoch[117] Elapsed time 5.051 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.458266 INFO:root:Loading parameters from best epoch (87) INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.41] INFO:root:Epoch[118] Elapsed time 4.952 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.409539 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.42] INFO:root:Epoch[119] Elapsed time 5.064 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.416325 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.4] INFO:root:Epoch[120] Elapsed time 5.031 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.397758 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.47] INFO:root:Epoch[121] Elapsed time 5.045 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.465303 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.44] INFO:root:Epoch[122] Elapsed time 4.893 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.439482 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.38] INFO:root:Epoch[123] Elapsed time 5.009 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.383557 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.39] INFO:root:Epoch[124] Elapsed time 5.069 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.394905 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.40it/s, avg_epoch_loss=5.49] INFO:root:Epoch[125] Elapsed time 5.750 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.485580 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.42] INFO:root:Epoch[126] Elapsed time 5.014 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.416315 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.37] INFO:root:Epoch[127] Elapsed time 5.134 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.370162 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.39] INFO:root:Epoch[128] Elapsed time 5.059 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.387352 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.43] INFO:root:Epoch[129] Elapsed time 5.031 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.433813 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.44] INFO:root:Epoch[130] Elapsed time 4.957 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.435973 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.42] INFO:root:Epoch[131] Elapsed time 4.875 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.421296 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.36] INFO:root:Epoch[132] Elapsed time 5.103 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.358479 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.43] INFO:root:Epoch[133] Elapsed time 5.044 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.427771 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.46] INFO:root:Epoch[134] Elapsed time 5.048 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.461907 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.4] INFO:root:Epoch[135] Elapsed time 4.970 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.403569 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.38] INFO:root:Epoch[136] Elapsed time 5.010 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.375530 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.41] INFO:root:Epoch[137] Elapsed time 4.911 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.414737 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.45] INFO:root:Epoch[138] Elapsed time 5.056 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.448336 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.41] INFO:root:Epoch[139] Elapsed time 4.917 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.407324 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.32] INFO:root:Epoch[140] Elapsed time 5.037 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.321932 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.46] INFO:root:Epoch[141] Elapsed time 5.009 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.464269 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.44] INFO:root:Epoch[142] Elapsed time 5.223 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.442430 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.36] INFO:root:Epoch[143] Elapsed time 5.017 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.359920 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.39] INFO:root:Epoch[144] Elapsed time 5.023 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.391459 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.43] INFO:root:Epoch[145] Elapsed time 4.902 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.427410 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.45] INFO:root:Epoch[146] Elapsed time 4.969 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.454213 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.4] INFO:root:Epoch[147] Elapsed time 4.929 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.404276 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.36] INFO:root:Epoch[148] Elapsed time 4.974 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.360025 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.42] INFO:root:Epoch[149] Elapsed time 4.943 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.415849 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.46] INFO:root:Epoch[150] Elapsed time 4.946 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.459784 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.42] INFO:root:Epoch[151] Elapsed time 4.886 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.417907 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.38] INFO:root:Epoch[152] Elapsed time 4.915 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.380358 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.42] INFO:root:Epoch[153] Elapsed time 4.978 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.421073 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.47] INFO:root:Epoch[154] Elapsed time 5.104 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.471374 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.4] INFO:root:Epoch[155] Elapsed time 4.943 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.400746 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.39] INFO:root:Epoch[156] Elapsed time 5.066 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.385799 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.39] INFO:root:Epoch[157] Elapsed time 4.998 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.394755 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.44] INFO:root:Epoch[158] Elapsed time 5.075 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.444755 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.41] INFO:root:Epoch[159] Elapsed time 5.030 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.406018 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.4] INFO:root:Epoch[160] Elapsed time 5.028 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.396433 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.82it/s, avg_epoch_loss=5.37] INFO:root:Epoch[161] Elapsed time 5.616 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.371085 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.46] INFO:root:Epoch[162] Elapsed time 4.941 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.459417 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.39] INFO:root:Epoch[163] Elapsed time 4.862 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.394536 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.39] INFO:root:Epoch[164] Elapsed time 4.935 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.389894 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.38] INFO:root:Epoch[165] Elapsed time 4.977 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.382740 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.48] INFO:root:Epoch[166] Elapsed time 4.998 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.475784 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.39] INFO:root:Epoch[167] Elapsed time 4.936 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.388199 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.37] INFO:root:Epoch[168] Elapsed time 5.103 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.372197 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.41] INFO:root:Epoch[169] Elapsed time 4.998 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.407460 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.44] INFO:root:Epoch[170] Elapsed time 5.178 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.437112 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.44] INFO:root:Epoch[171] Elapsed time 4.995 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.437031 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.38] INFO:root:Epoch[172] Elapsed time 5.113 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.381565 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.38] INFO:root:Epoch[173] Elapsed time 4.909 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.379937 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.51] INFO:root:Epoch[174] Elapsed time 5.041 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.507357 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.42] INFO:root:Epoch[175] Elapsed time 4.843 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.421783 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.36] INFO:root:Epoch[176] Elapsed time 5.012 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.361464 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.33] INFO:root:Epoch[177] Elapsed time 4.918 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.334493 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.41] INFO:root:Epoch[178] Elapsed time 4.987 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.410363 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.4] INFO:root:Epoch[179] Elapsed time 4.995 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.395608 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.39] INFO:root:Epoch[180] Elapsed time 4.947 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.385890 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.34] INFO:root:Epoch[181] Elapsed time 5.177 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.336175 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.4] INFO:root:Epoch[182] Elapsed time 4.950 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.400218 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.46] INFO:root:Epoch[183] Elapsed time 5.061 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.456849 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.37] INFO:root:Epoch[184] Elapsed time 4.927 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.373388 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.37] INFO:root:Epoch[185] Elapsed time 5.026 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.366395 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.36] INFO:root:Epoch[186] Elapsed time 4.995 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.360771 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=5.46] INFO:root:Epoch[187] Elapsed time 5.293 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.463567 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.4] INFO:root:Epoch[188] Elapsed time 5.067 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.400667 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.4] INFO:root:Epoch[189] Elapsed time 5.045 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.398897 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.41] INFO:root:Epoch[190] Elapsed time 5.068 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.406327 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.43] INFO:root:Epoch[191] Elapsed time 5.081 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.434703 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.42] INFO:root:Epoch[192] Elapsed time 4.936 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.420655 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.36] INFO:root:Epoch[193] Elapsed time 5.151 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.363265 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.42] INFO:root:Epoch[194] Elapsed time 4.958 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.422516 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.41] INFO:root:Epoch[195] Elapsed time 5.196 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.411279 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.41] INFO:root:Epoch[196] Elapsed time 5.039 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.414661 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.90it/s, avg_epoch_loss=5.38] INFO:root:Epoch[197] Elapsed time 5.589 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.383971 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.37] INFO:root:Epoch[198] Elapsed time 4.878 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.369096 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.44] INFO:root:Epoch[199] Elapsed time 4.963 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.438512 INFO:root:Loading parameters from best epoch (140) INFO:root:Final loss: 5.321931896209716 (occurred at epoch 140) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.19it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.383181 0.032588 41.812943 0.028292 0.013451 seed epochs num_batches 0 42 200 100 Seed: 43
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 21.50it/s, avg_epoch_loss=7.26] INFO:root:Epoch[0] Elapsed time 4.653 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.264834 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.65] INFO:root:Epoch[1] Elapsed time 5.125 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.645659 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.57] INFO:root:Epoch[2] Elapsed time 5.142 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.565277 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.42] INFO:root:Epoch[3] Elapsed time 4.947 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.419175 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.42] INFO:root:Epoch[4] Elapsed time 5.041 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.417252 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.3] INFO:root:Epoch[5] Elapsed time 4.960 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.297146 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.31] INFO:root:Epoch[6] Elapsed time 5.101 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.306996 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.2] INFO:root:Epoch[7] Elapsed time 5.026 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.203931 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.21] INFO:root:Epoch[8] Elapsed time 5.074 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.207922 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.08] INFO:root:Epoch[9] Elapsed time 5.121 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.083330 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.1] INFO:root:Epoch[10] Elapsed time 5.206 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.103575 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.15] INFO:root:Epoch[11] Elapsed time 5.034 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.153466 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.02] INFO:root:Epoch[12] Elapsed time 5.113 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.016768 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.98] INFO:root:Epoch[13] Elapsed time 5.084 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.979494 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.97] INFO:root:Epoch[14] Elapsed time 5.006 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.967302 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.97] INFO:root:Epoch[15] Elapsed time 5.186 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.970566 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.98] INFO:root:Epoch[16] Elapsed time 5.064 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.979207 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.89] INFO:root:Epoch[17] Elapsed time 5.106 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.885995 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.94] INFO:root:Epoch[18] Elapsed time 4.971 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.942534 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.92] INFO:root:Epoch[19] Elapsed time 4.962 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.924070 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.87] INFO:root:Epoch[20] Elapsed time 4.900 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.866961 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.84] INFO:root:Epoch[21] Elapsed time 5.058 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.842191 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.82] INFO:root:Epoch[22] Elapsed time 4.989 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.822857 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.84] INFO:root:Epoch[23] Elapsed time 5.015 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.840673 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.8] INFO:root:Epoch[24] Elapsed time 5.040 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.804878 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.85] INFO:root:Epoch[25] Elapsed time 5.111 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.854376 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.76] INFO:root:Epoch[26] Elapsed time 5.102 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.763844 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.8] INFO:root:Epoch[27] Elapsed time 5.130 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.797622 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.78] INFO:root:Epoch[28] Elapsed time 5.000 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.784827 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.75] INFO:root:Epoch[29] Elapsed time 5.143 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.747191 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.73] INFO:root:Epoch[30] Elapsed time 5.107 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.726119 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.78] INFO:root:Epoch[31] Elapsed time 5.100 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.781768 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.79] INFO:root:Epoch[32] Elapsed time 5.024 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.789497 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.81it/s, avg_epoch_loss=5.79] INFO:root:Epoch[33] Elapsed time 5.619 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.787734 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 16.29it/s, avg_epoch_loss=5.66] INFO:root:Epoch[34] Elapsed time 6.140 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.658351 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 15.02it/s, avg_epoch_loss=5.84] INFO:root:Epoch[35] Elapsed time 6.659 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.844877 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.68] INFO:root:Epoch[36] Elapsed time 6.969 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.682026 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 15.54it/s, avg_epoch_loss=5.65] INFO:root:Epoch[37] Elapsed time 6.435 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.652452 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 16.53it/s, avg_epoch_loss=5.6] INFO:root:Epoch[38] Elapsed time 6.051 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.597433 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 16.36it/s, avg_epoch_loss=5.76] INFO:root:Epoch[39] Elapsed time 6.116 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.762333 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.63] INFO:root:Epoch[40] Elapsed time 5.178 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.629700 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.62] INFO:root:Epoch[41] Elapsed time 5.112 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.617785 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=5.62] INFO:root:Epoch[42] Elapsed time 5.305 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.619904 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.72] INFO:root:Epoch[43] Elapsed time 5.038 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.720768 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.73] INFO:root:Epoch[44] Elapsed time 5.182 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.731618 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.65] INFO:root:Epoch[45] Elapsed time 5.066 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.653446 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.65] INFO:root:Epoch[46] Elapsed time 5.260 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.652720 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.62] INFO:root:Epoch[47] Elapsed time 5.202 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.620850 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.73] INFO:root:Epoch[48] Elapsed time 5.065 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.729947 INFO:root:Loading parameters from best epoch (38) INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.58] INFO:root:Epoch[49] Elapsed time 5.145 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.584341 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.62] INFO:root:Epoch[50] Elapsed time 5.145 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.615295 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.56] INFO:root:Epoch[51] Elapsed time 5.131 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.558002 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.69] INFO:root:Epoch[52] Elapsed time 5.187 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.691392 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.57] INFO:root:Epoch[53] Elapsed time 5.083 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.573837 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.55] INFO:root:Epoch[54] Elapsed time 5.182 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.549358 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=5.57] INFO:root:Epoch[55] Elapsed time 5.319 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.573907 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.59] INFO:root:Epoch[56] Elapsed time 5.204 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.593844 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.59] INFO:root:Epoch[57] Elapsed time 4.981 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.594342 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.59] INFO:root:Epoch[58] Elapsed time 5.103 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.590393 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.56] INFO:root:Epoch[59] Elapsed time 5.172 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.560411 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.61] INFO:root:Epoch[60] Elapsed time 5.142 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.608532 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.54] INFO:root:Epoch[61] Elapsed time 4.925 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.540899 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=5.53] INFO:root:Epoch[62] Elapsed time 5.339 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.531045 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.57] INFO:root:Epoch[63] Elapsed time 5.235 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.566512 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=5.61] INFO:root:Epoch[64] Elapsed time 5.424 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.612177 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.57] INFO:root:Epoch[65] Elapsed time 5.129 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.566325 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=5.59] INFO:root:Epoch[66] Elapsed time 5.262 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.594402 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.51] INFO:root:Epoch[67] Elapsed time 5.044 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.505243 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.50it/s, avg_epoch_loss=5.58] INFO:root:Epoch[68] Elapsed time 5.718 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.578382 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.6] INFO:root:Epoch[69] Elapsed time 5.147 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.596821 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.55] INFO:root:Epoch[70] Elapsed time 5.119 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.551815 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=5.52] INFO:root:Epoch[71] Elapsed time 5.316 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.524695 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.51] INFO:root:Epoch[72] Elapsed time 5.037 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.506806 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.57] INFO:root:Epoch[73] Elapsed time 5.245 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.569223 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.52] INFO:root:Epoch[74] Elapsed time 5.119 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.518309 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.55] INFO:root:Epoch[75] Elapsed time 5.208 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.554678 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.52] INFO:root:Epoch[76] Elapsed time 5.048 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.517119 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.59] INFO:root:Epoch[77] Elapsed time 5.173 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.589703 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.53] INFO:root:Epoch[78] Elapsed time 5.170 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.527259 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.51] INFO:root:Epoch[79] Elapsed time 5.069 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.512608 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.51] INFO:root:Epoch[80] Elapsed time 4.959 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.506378 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.55] INFO:root:Epoch[81] Elapsed time 5.110 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.552183 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.52] INFO:root:Epoch[82] Elapsed time 4.991 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.521669 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.49] INFO:root:Epoch[83] Elapsed time 5.097 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.487149 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.49] INFO:root:Epoch[84] Elapsed time 5.091 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.490947 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.59] INFO:root:Epoch[85] Elapsed time 5.054 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.591611 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.53] INFO:root:Epoch[86] Elapsed time 5.065 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.531153 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.48] INFO:root:Epoch[87] Elapsed time 5.048 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.476744 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.48] INFO:root:Epoch[88] Elapsed time 4.898 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.478813 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.57] INFO:root:Epoch[89] Elapsed time 5.094 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.572619 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.49] INFO:root:Epoch[90] Elapsed time 4.906 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.487744 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.47] INFO:root:Epoch[91] Elapsed time 5.147 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.474942 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.48] INFO:root:Epoch[92] Elapsed time 5.134 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.479773 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.59] INFO:root:Epoch[93] Elapsed time 5.026 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.590729 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.48] INFO:root:Epoch[94] Elapsed time 4.896 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.481782 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.53] INFO:root:Epoch[95] Elapsed time 5.006 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.527630 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.48] INFO:root:Epoch[96] Elapsed time 4.899 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.483050 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.54] INFO:root:Epoch[97] Elapsed time 5.021 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.536145 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.51] INFO:root:Epoch[98] Elapsed time 4.984 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.508335 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.46] INFO:root:Epoch[99] Elapsed time 5.102 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.464155 INFO:root:Epoch[100] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.46] INFO:root:Epoch[100] Elapsed time 5.070 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.461307 INFO:root:Epoch[101] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.55] INFO:root:Epoch[101] Elapsed time 5.034 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.551891 INFO:root:Epoch[102] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.53] INFO:root:Epoch[102] Elapsed time 5.057 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.525410 INFO:root:Epoch[103] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.78it/s, avg_epoch_loss=5.48] INFO:root:Epoch[103] Elapsed time 5.626 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.483343 INFO:root:Epoch[104] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.5] INFO:root:Epoch[104] Elapsed time 5.143 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.500235 INFO:root:Epoch[105] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.45] INFO:root:Epoch[105] Elapsed time 4.952 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.452226 INFO:root:Epoch[106] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.51] INFO:root:Epoch[106] Elapsed time 5.100 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.514912 INFO:root:Epoch[107] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.46] INFO:root:Epoch[107] Elapsed time 4.914 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.458067 INFO:root:Epoch[108] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.48] INFO:root:Epoch[108] Elapsed time 4.975 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.481206 INFO:root:Epoch[109] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.46] INFO:root:Epoch[109] Elapsed time 5.086 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.457138 INFO:root:Epoch[110] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.54] INFO:root:Epoch[110] Elapsed time 5.069 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.543407 INFO:root:Epoch[111] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.47] INFO:root:Epoch[111] Elapsed time 5.021 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.467300 INFO:root:Epoch[112] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.45] INFO:root:Epoch[112] Elapsed time 5.041 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.454903 INFO:root:Epoch[113] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.48] INFO:root:Epoch[113] Elapsed time 4.999 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.484124 INFO:root:Epoch[114] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.51] INFO:root:Epoch[114] Elapsed time 5.199 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.508246 INFO:root:Epoch[115] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.45] INFO:root:Epoch[115] Elapsed time 4.910 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.446584 INFO:root:Epoch[116] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.5] INFO:root:Epoch[116] Elapsed time 5.078 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.503119 INFO:root:Epoch[117] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.47] INFO:root:Epoch[117] Elapsed time 5.034 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.474187 INFO:root:Epoch[118] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.52] INFO:root:Epoch[118] Elapsed time 4.959 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.519459 INFO:root:Epoch[119] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.48] INFO:root:Epoch[119] Elapsed time 4.983 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.483577 INFO:root:Epoch[120] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.42] INFO:root:Epoch[120] Elapsed time 5.159 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.419319 INFO:root:Epoch[121] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.48] INFO:root:Epoch[121] Elapsed time 4.960 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.475965 INFO:root:Epoch[122] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.53] INFO:root:Epoch[122] Elapsed time 5.160 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.529530 INFO:root:Epoch[123] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.48] INFO:root:Epoch[123] Elapsed time 4.938 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.482444 INFO:root:Epoch[124] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.42] INFO:root:Epoch[124] Elapsed time 5.074 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.421907 INFO:root:Epoch[125] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.46] INFO:root:Epoch[125] Elapsed time 5.098 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.462911 INFO:root:Epoch[126] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.5] INFO:root:Epoch[126] Elapsed time 5.165 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.504783 INFO:root:Epoch[127] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.46] INFO:root:Epoch[127] Elapsed time 5.051 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.455208 INFO:root:Epoch[128] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.43] INFO:root:Epoch[128] Elapsed time 5.103 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.431623 INFO:root:Epoch[129] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=5.44] INFO:root:Epoch[129] Elapsed time 5.302 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.442544 INFO:root:Epoch[130] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.49] INFO:root:Epoch[130] Elapsed time 5.155 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.491749 INFO:root:Loading parameters from best epoch (120) INFO:root:Epoch[131] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.45] INFO:root:Epoch[131] Elapsed time 5.186 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.445590 INFO:root:Epoch[132] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.39] INFO:root:Epoch[132] Elapsed time 5.091 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.389963 INFO:root:Epoch[133] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.41] INFO:root:Epoch[133] Elapsed time 5.159 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.407716 INFO:root:Epoch[134] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.51] INFO:root:Epoch[134] Elapsed time 5.014 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.513987 INFO:root:Epoch[135] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.42] INFO:root:Epoch[135] Elapsed time 5.006 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.424401 INFO:root:Epoch[136] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.43] INFO:root:Epoch[136] Elapsed time 5.111 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.425663 INFO:root:Epoch[137] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.39] INFO:root:Epoch[137] Elapsed time 5.211 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.389299 INFO:root:Epoch[138] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=5.51] INFO:root:Epoch[138] Elapsed time 5.346 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.506474 INFO:root:Epoch[139] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=5.48] INFO:root:Epoch[139] Elapsed time 5.336 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.480420 INFO:root:Epoch[140] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.41] INFO:root:Epoch[140] Elapsed time 5.118 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.406367 INFO:root:Epoch[141] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.38] INFO:root:Epoch[141] Elapsed time 5.055 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.377005 INFO:root:Epoch[142] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.54] INFO:root:Epoch[142] Elapsed time 5.013 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.537833 INFO:root:Epoch[143] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.46] INFO:root:Epoch[143] Elapsed time 4.931 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.463961 INFO:root:Epoch[144] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.43] INFO:root:Epoch[144] Elapsed time 5.029 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.428301 INFO:root:Epoch[145] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.38] INFO:root:Epoch[145] Elapsed time 5.199 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.384757 INFO:root:Epoch[146] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.47] INFO:root:Epoch[146] Elapsed time 5.144 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.469752 INFO:root:Epoch[147] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=5.46] INFO:root:Epoch[147] Elapsed time 5.276 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.459838 INFO:root:Epoch[148] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.43] INFO:root:Epoch[148] Elapsed time 4.974 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.431292 INFO:root:Epoch[149] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=5.41] INFO:root:Epoch[149] Elapsed time 5.225 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.412854 INFO:root:Epoch[150] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.42] INFO:root:Epoch[150] Elapsed time 5.173 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.423492 INFO:root:Epoch[151] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.5] INFO:root:Epoch[151] Elapsed time 5.109 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.498081 INFO:root:Loading parameters from best epoch (141) INFO:root:Epoch[152] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.42] INFO:root:Epoch[152] Elapsed time 5.052 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.418464 INFO:root:Epoch[153] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.44] INFO:root:Epoch[153] Elapsed time 5.139 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.435231 INFO:root:Epoch[154] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.43] INFO:root:Epoch[154] Elapsed time 5.122 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.429655 INFO:root:Epoch[155] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.5] INFO:root:Epoch[155] Elapsed time 5.234 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.504396 INFO:root:Epoch[156] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.44] INFO:root:Epoch[156] Elapsed time 4.916 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.444235 INFO:root:Epoch[157] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.38] INFO:root:Epoch[157] Elapsed time 5.076 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.379698 INFO:root:Epoch[158] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.41] INFO:root:Epoch[158] Elapsed time 5.031 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.408809 INFO:root:Epoch[159] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.47] INFO:root:Epoch[159] Elapsed time 4.959 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.473430 INFO:root:Epoch[160] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.42] INFO:root:Epoch[160] Elapsed time 4.891 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.422635 INFO:root:Epoch[161] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.45] INFO:root:Epoch[161] Elapsed time 5.103 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.453925 INFO:root:Loading parameters from best epoch (141) INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.4] INFO:root:Epoch[162] Elapsed time 5.013 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.404911 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.49] INFO:root:Epoch[163] Elapsed time 5.189 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.494555 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43] INFO:root:Epoch[164] Elapsed time 5.047 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.427591 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.42] INFO:root:Epoch[165] Elapsed time 5.050 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.418617 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.42] INFO:root:Epoch[166] Elapsed time 5.140 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.417946 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.48] INFO:root:Epoch[167] Elapsed time 5.194 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.481644 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.45] INFO:root:Epoch[168] Elapsed time 5.001 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.445160 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.43] INFO:root:Epoch[169] Elapsed time 5.020 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.433337 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.46] INFO:root:Epoch[170] Elapsed time 5.044 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.455392 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.49] INFO:root:Epoch[171] Elapsed time 4.914 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.487007 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.43] INFO:root:Epoch[172] Elapsed time 4.935 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.427408 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.42] INFO:root:Epoch[173] Elapsed time 5.205 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.415091 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.98it/s, avg_epoch_loss=5.44] INFO:root:Epoch[174] Elapsed time 5.563 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.443509 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.48] INFO:root:Epoch[175] Elapsed time 5.108 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.483831 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.42] INFO:root:Epoch[176] Elapsed time 4.973 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.420860 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.42] INFO:root:Epoch[177] Elapsed time 5.118 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.421007 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.41] INFO:root:Epoch[178] Elapsed time 5.016 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.407997 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.46] INFO:root:Epoch[179] Elapsed time 5.201 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.456457 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.44] INFO:root:Epoch[180] Elapsed time 5.118 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.441114 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=5.43] INFO:root:Epoch[181] Elapsed time 5.252 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.431183 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.41] INFO:root:Epoch[182] Elapsed time 5.237 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.412434 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.48] INFO:root:Epoch[183] Elapsed time 5.181 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.476073 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.43] INFO:root:Epoch[184] Elapsed time 4.953 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.427851 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.44] INFO:root:Epoch[185] Elapsed time 5.104 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.443486 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.42] INFO:root:Epoch[186] Elapsed time 5.042 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.422864 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.46] INFO:root:Epoch[187] Elapsed time 5.054 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.459671 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.45] INFO:root:Epoch[188] Elapsed time 4.853 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.448443 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.42] INFO:root:Epoch[189] Elapsed time 5.100 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.423741 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.34] INFO:root:Epoch[190] Elapsed time 5.034 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.338879 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.46] INFO:root:Epoch[191] Elapsed time 5.019 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.464642 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.48] INFO:root:Epoch[192] Elapsed time 5.007 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.478384 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.43] INFO:root:Epoch[193] Elapsed time 5.034 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.434812 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.39] INFO:root:Epoch[194] Elapsed time 5.067 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.393874 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.49] INFO:root:Epoch[195] Elapsed time 5.038 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.489140 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.43] INFO:root:Epoch[196] Elapsed time 5.223 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.427242 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.43] INFO:root:Epoch[197] Elapsed time 5.110 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.429562 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.4] INFO:root:Epoch[198] Elapsed time 5.071 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.404683 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.43] INFO:root:Epoch[199] Elapsed time 5.068 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.425435 INFO:root:Loading parameters from best epoch (190) INFO:root:Final loss: 5.338878841400146 (occurred at epoch 190) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.37it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.560291 0.033512 46.859704 0.030632 0.014305 seed epochs num_batches 0 43 200 100 Seed: 44
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 21.50it/s, avg_epoch_loss=7.27] INFO:root:Epoch[0] Elapsed time 4.654 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.271277 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.56] INFO:root:Epoch[1] Elapsed time 4.981 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.555693 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.53] INFO:root:Epoch[2] Elapsed time 5.138 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.525706 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.41] INFO:root:Epoch[3] Elapsed time 5.037 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.409730 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.31] INFO:root:Epoch[4] Elapsed time 5.044 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.312046 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.31] INFO:root:Epoch[5] Elapsed time 4.912 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.307779 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.31] INFO:root:Epoch[6] Elapsed time 5.028 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.306952 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.19] INFO:root:Epoch[7] Elapsed time 5.016 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.194353 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.12] INFO:root:Epoch[8] Elapsed time 5.217 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.116412 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.05] INFO:root:Epoch[9] Elapsed time 5.180 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.050471 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.16] INFO:root:Epoch[10] Elapsed time 5.261 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.159482 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.02] INFO:root:Epoch[11] Elapsed time 5.137 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.021336 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.15it/s, avg_epoch_loss=6.09] INFO:root:Epoch[12] Elapsed time 5.834 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.089918 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.94] INFO:root:Epoch[13] Elapsed time 5.076 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.944480 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6] INFO:root:Epoch[14] Elapsed time 4.993 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.000162 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.93] INFO:root:Epoch[15] Elapsed time 4.893 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.932000 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.9] INFO:root:Epoch[16] Elapsed time 5.142 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.897090 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.92] INFO:root:Epoch[17] Elapsed time 5.102 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.916555 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.98] INFO:root:Epoch[18] Elapsed time 5.146 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.976522 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.85] INFO:root:Epoch[19] Elapsed time 4.897 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.853463 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.85] INFO:root:Epoch[20] Elapsed time 5.028 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.852508 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.86] INFO:root:Epoch[21] Elapsed time 5.232 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.864662 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.92] INFO:root:Epoch[22] Elapsed time 5.213 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.918599 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.9] INFO:root:Epoch[23] Elapsed time 5.090 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.895741 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.84] INFO:root:Epoch[24] Elapsed time 5.039 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.836690 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.85] INFO:root:Epoch[25] Elapsed time 5.069 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.850462 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=5.87] INFO:root:Epoch[26] Elapsed time 5.226 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.868553 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.79] INFO:root:Epoch[27] Elapsed time 5.216 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.794777 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.77] INFO:root:Epoch[28] Elapsed time 5.010 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.766200 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.75] INFO:root:Epoch[29] Elapsed time 5.197 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.745010 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.81] INFO:root:Epoch[30] Elapsed time 5.071 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.806152 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.89] INFO:root:Epoch[31] Elapsed time 4.973 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.891851 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.73] INFO:root:Epoch[32] Elapsed time 4.995 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.730232 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=5.69] INFO:root:Epoch[33] Elapsed time 5.241 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.690757 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=5.69] INFO:root:Epoch[34] Elapsed time 5.257 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.688109 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.83] INFO:root:Epoch[35] Elapsed time 5.164 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.830598 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.72] INFO:root:Epoch[36] Elapsed time 4.945 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.719619 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.84] INFO:root:Epoch[37] Elapsed time 5.069 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.838069 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.69] INFO:root:Epoch[38] Elapsed time 5.128 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.694697 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.77] INFO:root:Epoch[39] Elapsed time 5.013 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.772262 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.7] INFO:root:Epoch[40] Elapsed time 4.950 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.695577 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.69] INFO:root:Epoch[41] Elapsed time 5.141 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.692203 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.61] INFO:root:Epoch[42] Elapsed time 5.007 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.607423 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.81] INFO:root:Epoch[43] Elapsed time 5.031 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.811562 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.7] INFO:root:Epoch[44] Elapsed time 5.021 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.695299 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=5.73] INFO:root:Epoch[45] Elapsed time 5.315 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.730180 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.59] INFO:root:Epoch[46] Elapsed time 5.069 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.592645 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.78it/s, avg_epoch_loss=5.74] INFO:root:Epoch[47] Elapsed time 5.625 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.741289 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.63] INFO:root:Epoch[48] Elapsed time 4.994 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.633645 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.61] INFO:root:Epoch[49] Elapsed time 4.932 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.612300 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.57] INFO:root:Epoch[50] Elapsed time 4.978 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.574038 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.74] INFO:root:Epoch[51] Elapsed time 4.962 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.738521 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.63] INFO:root:Epoch[52] Elapsed time 5.020 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.626130 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.62] INFO:root:Epoch[53] Elapsed time 4.937 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.622033 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.62] INFO:root:Epoch[54] Elapsed time 5.052 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.619078 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.62] INFO:root:Epoch[55] Elapsed time 5.106 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.620054 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.61] INFO:root:Epoch[56] Elapsed time 5.033 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.605854 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.58] INFO:root:Epoch[57] Elapsed time 5.172 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.581668 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=5.53] INFO:root:Epoch[58] Elapsed time 5.280 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.527928 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.66] INFO:root:Epoch[59] Elapsed time 5.046 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.663445 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.58] INFO:root:Epoch[60] Elapsed time 5.113 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.584828 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.48] INFO:root:Epoch[61] Elapsed time 5.083 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.480489 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.49] INFO:root:Epoch[62] Elapsed time 5.084 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.491174 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.52] INFO:root:Epoch[63] Elapsed time 5.064 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.520006 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.51] INFO:root:Epoch[64] Elapsed time 5.146 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.514592 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.47] INFO:root:Epoch[65] Elapsed time 5.121 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.468953 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.52] INFO:root:Epoch[66] Elapsed time 5.119 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.520138 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.47] INFO:root:Epoch[67] Elapsed time 5.056 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.468836 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.56] INFO:root:Epoch[68] Elapsed time 5.060 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.559332 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.45] INFO:root:Epoch[69] Elapsed time 5.047 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.446393 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.5] INFO:root:Epoch[70] Elapsed time 5.059 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.497754 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.45] INFO:root:Epoch[71] Elapsed time 5.130 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.452082 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.53] INFO:root:Epoch[72] Elapsed time 5.097 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.532391 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.46] INFO:root:Epoch[73] Elapsed time 4.868 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.458816 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.46] INFO:root:Epoch[74] Elapsed time 5.018 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.460918 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.42] INFO:root:Epoch[75] Elapsed time 4.957 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.416833 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.51] INFO:root:Epoch[76] Elapsed time 5.153 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.514868 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.52] INFO:root:Epoch[77] Elapsed time 5.009 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.520262 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.49] INFO:root:Epoch[78] Elapsed time 5.231 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.485990 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.43] INFO:root:Epoch[79] Elapsed time 5.175 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.433316 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.47] INFO:root:Epoch[80] Elapsed time 5.112 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.471553 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=5.5] INFO:root:Epoch[81] Elapsed time 5.298 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.504350 INFO:root:Epoch[82] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.33it/s, avg_epoch_loss=5.44] INFO:root:Epoch[82] Elapsed time 5.775 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.442595 INFO:root:Epoch[83] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.44] INFO:root:Epoch[83] Elapsed time 5.087 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.444620 INFO:root:Epoch[84] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.47] INFO:root:Epoch[84] Elapsed time 5.035 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.467335 INFO:root:Epoch[85] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.48] INFO:root:Epoch[85] Elapsed time 4.982 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.483019 INFO:root:Loading parameters from best epoch (75) INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.48] INFO:root:Epoch[86] Elapsed time 5.045 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.478895 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.42] INFO:root:Epoch[87] Elapsed time 4.986 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.419602 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.39] INFO:root:Epoch[88] Elapsed time 5.007 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.389587 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.52] INFO:root:Epoch[89] Elapsed time 5.009 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.516376 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.45] INFO:root:Epoch[90] Elapsed time 4.979 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.445384 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.41] INFO:root:Epoch[91] Elapsed time 5.001 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.409746 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.39] INFO:root:Epoch[92] Elapsed time 5.061 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.388094 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.49] INFO:root:Epoch[93] Elapsed time 5.050 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.488366 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.44] INFO:root:Epoch[94] Elapsed time 4.881 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.444585 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.41] INFO:root:Epoch[95] Elapsed time 4.932 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.413196 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.39] INFO:root:Epoch[96] Elapsed time 4.912 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.392183 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.45] INFO:root:Epoch[97] Elapsed time 5.036 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.446370 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.4] INFO:root:Epoch[98] Elapsed time 4.927 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.397400 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.45] INFO:root:Epoch[99] Elapsed time 5.120 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.453799 INFO:root:Epoch[100] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.44] INFO:root:Epoch[100] Elapsed time 5.011 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.440366 INFO:root:Epoch[101] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.48] INFO:root:Epoch[101] Elapsed time 5.111 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.476989 INFO:root:Epoch[102] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.42] INFO:root:Epoch[102] Elapsed time 4.997 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.422580 INFO:root:Loading parameters from best epoch (92) INFO:root:Epoch[103] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.38] INFO:root:Epoch[103] Elapsed time 5.153 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.379752 INFO:root:Epoch[104] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.39] INFO:root:Epoch[104] Elapsed time 5.223 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.387009 INFO:root:Epoch[105] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.46] INFO:root:Epoch[105] Elapsed time 5.133 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.461424 INFO:root:Epoch[106] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.42] INFO:root:Epoch[106] Elapsed time 4.982 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.423132 INFO:root:Epoch[107] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.39] INFO:root:Epoch[107] Elapsed time 5.103 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.388968 INFO:root:Epoch[108] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.37] INFO:root:Epoch[108] Elapsed time 5.137 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.367026 INFO:root:Epoch[109] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.48] INFO:root:Epoch[109] Elapsed time 5.017 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.480492 INFO:root:Epoch[110] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.42] INFO:root:Epoch[110] Elapsed time 5.040 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.420092 INFO:root:Epoch[111] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.39] INFO:root:Epoch[111] Elapsed time 5.082 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.387165 INFO:root:Epoch[112] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.34] INFO:root:Epoch[112] Elapsed time 5.143 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.340989 INFO:root:Epoch[113] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.44] INFO:root:Epoch[113] Elapsed time 5.021 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.437720 INFO:root:Epoch[114] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.42] INFO:root:Epoch[114] Elapsed time 5.153 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.422217 INFO:root:Epoch[115] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.41] INFO:root:Epoch[115] Elapsed time 5.142 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.413152 INFO:root:Epoch[116] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.4] INFO:root:Epoch[116] Elapsed time 5.186 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.404307 INFO:root:Epoch[117] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.41] INFO:root:Epoch[117] Elapsed time 5.201 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.409650 INFO:root:Epoch[118] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.14it/s, avg_epoch_loss=5.45] INFO:root:Epoch[118] Elapsed time 5.837 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.454579 INFO:root:Epoch[119] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.4] INFO:root:Epoch[119] Elapsed time 5.116 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.401594 INFO:root:Epoch[120] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.4] INFO:root:Epoch[120] Elapsed time 5.027 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.399906 INFO:root:Epoch[121] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.37] INFO:root:Epoch[121] Elapsed time 4.981 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.372261 INFO:root:Epoch[122] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.46] INFO:root:Epoch[122] Elapsed time 4.983 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.459465 INFO:root:Loading parameters from best epoch (112) INFO:root:Epoch[123] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.4] INFO:root:Epoch[123] Elapsed time 4.928 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.401198 INFO:root:Epoch[124] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.41] INFO:root:Epoch[124] Elapsed time 5.004 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.406238 INFO:root:Epoch[125] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.4] INFO:root:Epoch[125] Elapsed time 5.030 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.396782 INFO:root:Epoch[126] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.48] INFO:root:Epoch[126] Elapsed time 4.980 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.481913 INFO:root:Epoch[127] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.45] INFO:root:Epoch[127] Elapsed time 4.998 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.446268 INFO:root:Epoch[128] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.39] INFO:root:Epoch[128] Elapsed time 5.181 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.394961 INFO:root:Epoch[129] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.34] INFO:root:Epoch[129] Elapsed time 5.041 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.342354 INFO:root:Epoch[130] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.42] INFO:root:Epoch[130] Elapsed time 4.927 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.419630 INFO:root:Epoch[131] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.41] INFO:root:Epoch[131] Elapsed time 5.043 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.410310 INFO:root:Epoch[132] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.37] INFO:root:Epoch[132] Elapsed time 4.960 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.374371 INFO:root:Loading parameters from best epoch (112) INFO:root:Epoch[133] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.33] INFO:root:Epoch[133] Elapsed time 5.132 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.328716 INFO:root:Epoch[134] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.42] INFO:root:Epoch[134] Elapsed time 4.954 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.418871 INFO:root:Epoch[135] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.44] INFO:root:Epoch[135] Elapsed time 5.124 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.443833 INFO:root:Epoch[136] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.42] INFO:root:Epoch[136] Elapsed time 4.882 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.419613 INFO:root:Epoch[137] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.39] INFO:root:Epoch[137] Elapsed time 5.004 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.385579 INFO:root:Epoch[138] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.42] INFO:root:Epoch[138] Elapsed time 4.924 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.424360 INFO:root:Epoch[139] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.47] INFO:root:Epoch[139] Elapsed time 5.083 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.468879 INFO:root:Epoch[140] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.37] INFO:root:Epoch[140] Elapsed time 4.982 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.372074 INFO:root:Epoch[141] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.38] INFO:root:Epoch[141] Elapsed time 5.160 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.376489 INFO:root:Epoch[142] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.39] INFO:root:Epoch[142] Elapsed time 4.971 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.386907 INFO:root:Epoch[143] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.44] INFO:root:Epoch[143] Elapsed time 5.017 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.438280 INFO:root:Loading parameters from best epoch (133) INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.38] INFO:root:Epoch[144] Elapsed time 4.882 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.378875 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.4] INFO:root:Epoch[145] Elapsed time 5.016 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.400367 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.37] INFO:root:Epoch[146] Elapsed time 5.031 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.372254 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.44] INFO:root:Epoch[147] Elapsed time 4.960 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.444824 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.4] INFO:root:Epoch[148] Elapsed time 5.096 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.399342 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.4] INFO:root:Epoch[149] Elapsed time 5.108 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.398011 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.37] INFO:root:Epoch[150] Elapsed time 4.964 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.370548 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.42] INFO:root:Epoch[151] Elapsed time 5.199 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.422106 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.41] INFO:root:Epoch[152] Elapsed time 5.102 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.413175 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=5.37] INFO:root:Epoch[153] Elapsed time 5.283 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.371180 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=5.33] INFO:root:Epoch[154] Elapsed time 5.297 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.332675 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.42] INFO:root:Epoch[155] Elapsed time 5.128 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.418276 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.44] INFO:root:Epoch[156] Elapsed time 4.989 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.440305 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.39] INFO:root:Epoch[157] Elapsed time 5.126 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.387568 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.36] INFO:root:Epoch[158] Elapsed time 5.138 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.355184 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.47] INFO:root:Epoch[159] Elapsed time 5.177 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.469453 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.44] INFO:root:Epoch[160] Elapsed time 5.155 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.444764 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.38] INFO:root:Epoch[161] Elapsed time 4.910 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.376035 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.34] INFO:root:Epoch[162] Elapsed time 5.120 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.337609 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.39] INFO:root:Epoch[163] Elapsed time 5.056 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.387241 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.44] INFO:root:Epoch[164] Elapsed time 5.218 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.439742 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.38] INFO:root:Epoch[165] Elapsed time 4.940 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.379206 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.35] INFO:root:Epoch[166] Elapsed time 5.179 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.346701 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.4] INFO:root:Epoch[167] Elapsed time 5.005 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.398161 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.44] INFO:root:Epoch[168] Elapsed time 5.049 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.437952 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.42] INFO:root:Epoch[169] Elapsed time 4.895 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.419735 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.41] INFO:root:Epoch[170] Elapsed time 5.051 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.414360 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.41] INFO:root:Epoch[171] Elapsed time 4.915 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.405683 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=5.43] INFO:root:Epoch[172] Elapsed time 5.228 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.426792 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.4] INFO:root:Epoch[173] Elapsed time 5.076 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.401914 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.39] INFO:root:Epoch[174] Elapsed time 5.060 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.388636 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.39] INFO:root:Epoch[175] Elapsed time 5.037 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.391997 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=5.43] INFO:root:Epoch[176] Elapsed time 5.227 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.434337 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.37] INFO:root:Epoch[177] Elapsed time 5.156 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.369363 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.38] INFO:root:Epoch[178] Elapsed time 5.135 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.378215 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.41] INFO:root:Epoch[179] Elapsed time 4.965 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.406682 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.42] INFO:root:Epoch[180] Elapsed time 4.970 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.420060 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.38] INFO:root:Epoch[181] Elapsed time 4.919 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.375864 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.42] INFO:root:Epoch[182] Elapsed time 5.138 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.415001 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.37] INFO:root:Epoch[183] Elapsed time 5.079 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.370029 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.42] INFO:root:Epoch[184] Elapsed time 4.928 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.421496 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.38] INFO:root:Epoch[185] Elapsed time 4.935 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.377007 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.39] INFO:root:Epoch[186] Elapsed time 4.997 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.392541 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.41] INFO:root:Epoch[187] Elapsed time 5.036 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.411146 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.42] INFO:root:Epoch[188] Elapsed time 5.086 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.421748 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.40it/s, avg_epoch_loss=5.39] INFO:root:Epoch[189] Elapsed time 5.750 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.390885 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.39] INFO:root:Epoch[190] Elapsed time 5.068 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.394113 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.41] INFO:root:Epoch[191] Elapsed time 5.023 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.407564 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.42] INFO:root:Epoch[192] Elapsed time 5.097 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.421855 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.38] INFO:root:Epoch[193] Elapsed time 5.041 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.375598 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.39] INFO:root:Epoch[194] Elapsed time 5.160 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.389650 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.35] INFO:root:Epoch[195] Elapsed time 5.076 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.346726 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.42] INFO:root:Epoch[196] Elapsed time 5.184 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.418303 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.38] INFO:root:Epoch[197] Elapsed time 5.056 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.380309 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.38] INFO:root:Epoch[198] Elapsed time 5.267 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.379247 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=5.33] INFO:root:Epoch[199] Elapsed time 5.346 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.332887 INFO:root:Loading parameters from best epoch (133) INFO:root:Final loss: 5.32871600151062 (occurred at epoch 133) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:45<00:00, 25.50it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 3.24859 0.031122 40.800557 0.027192 0.01299 44 epochs num_batches 0 200 100 Seed: 45
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 21.56it/s, avg_epoch_loss=7.21] INFO:root:Epoch[0] Elapsed time 4.641 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.206096 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.53] INFO:root:Epoch[1] Elapsed time 5.086 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.525294 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.53] INFO:root:Epoch[2] Elapsed time 5.012 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.527155 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.33] INFO:root:Epoch[3] Elapsed time 5.176 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.329723 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.33] INFO:root:Epoch[4] Elapsed time 5.158 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.326297 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.29] INFO:root:Epoch[5] Elapsed time 5.165 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.289796 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.32] INFO:root:Epoch[6] Elapsed time 5.141 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.321371 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.15] INFO:root:Epoch[7] Elapsed time 5.115 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.146479 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.17] INFO:root:Epoch[8] Elapsed time 5.141 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.165751 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.07] INFO:root:Epoch[9] Elapsed time 5.060 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.073891 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.1] INFO:root:Epoch[10] Elapsed time 5.090 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.100550 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=6.07] INFO:root:Epoch[11] Elapsed time 4.892 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.066194 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.93] INFO:root:Epoch[12] Elapsed time 4.975 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.925830 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.92] INFO:root:Epoch[13] Elapsed time 5.191 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.923567 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.02] INFO:root:Epoch[14] Elapsed time 5.045 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.019233 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.99] INFO:root:Epoch[15] Elapsed time 5.053 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.993153 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.97] INFO:root:Epoch[16] Elapsed time 5.009 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.974283 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.87] INFO:root:Epoch[17] Elapsed time 5.020 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.872593 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.98] INFO:root:Epoch[18] Elapsed time 4.984 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.982177 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.96] INFO:root:Epoch[19] Elapsed time 5.011 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.957376 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.83] INFO:root:Epoch[20] Elapsed time 5.033 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.832356 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.87] INFO:root:Epoch[21] Elapsed time 5.059 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.872389 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.82] INFO:root:Epoch[22] Elapsed time 4.910 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.824824 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.89] INFO:root:Epoch[23] Elapsed time 5.141 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.891721 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.79] INFO:root:Epoch[24] Elapsed time 4.958 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.786389 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.77] INFO:root:Epoch[25] Elapsed time 5.148 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.766124 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.8] INFO:root:Epoch[26] Elapsed time 5.154 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.797552 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.55it/s, avg_epoch_loss=5.82] INFO:root:Epoch[27] Elapsed time 5.700 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.817059 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.84] INFO:root:Epoch[28] Elapsed time 5.052 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.835726 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.71] INFO:root:Epoch[29] Elapsed time 5.139 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.711674 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.71] INFO:root:Epoch[30] Elapsed time 4.952 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.712071 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.77] INFO:root:Epoch[31] Elapsed time 5.231 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.769276 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.7] INFO:root:Epoch[32] Elapsed time 5.026 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.703357 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.72] INFO:root:Epoch[33] Elapsed time 5.112 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.715297 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.57] INFO:root:Epoch[34] Elapsed time 5.201 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.573791 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.8] INFO:root:Epoch[35] Elapsed time 5.162 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.797862 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.69] INFO:root:Epoch[36] Elapsed time 5.143 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.691958 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.67] INFO:root:Epoch[37] Elapsed time 4.987 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.667390 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.59] INFO:root:Epoch[38] Elapsed time 5.001 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.594586 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.62] INFO:root:Epoch[39] Elapsed time 4.931 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.621434 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.82] INFO:root:Epoch[40] Elapsed time 5.018 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.819597 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.63] INFO:root:Epoch[41] Elapsed time 4.875 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.630464 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.64] INFO:root:Epoch[42] Elapsed time 5.145 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.639716 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.6] INFO:root:Epoch[43] Elapsed time 5.016 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.595112 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.64] INFO:root:Epoch[44] Elapsed time 5.136 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.643829 INFO:root:Loading parameters from best epoch (34) INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.6] INFO:root:Epoch[45] Elapsed time 5.001 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.602048 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.6] INFO:root:Epoch[46] Elapsed time 5.136 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.597878 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.58] INFO:root:Epoch[47] Elapsed time 4.931 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.582431 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.61] INFO:root:Epoch[48] Elapsed time 4.982 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.607439 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.56] INFO:root:Epoch[49] Elapsed time 5.070 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.561442 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.56] INFO:root:Epoch[50] Elapsed time 5.046 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.563523 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.56] INFO:root:Epoch[51] Elapsed time 4.934 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.556190 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.6] INFO:root:Epoch[52] Elapsed time 4.998 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.604645 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.56] INFO:root:Epoch[53] Elapsed time 4.939 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.563869 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.59] INFO:root:Epoch[54] Elapsed time 4.968 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.588580 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.56] INFO:root:Epoch[55] Elapsed time 4.965 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.564739 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.6] INFO:root:Epoch[56] Elapsed time 5.132 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.600357 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.56] INFO:root:Epoch[57] Elapsed time 4.970 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.564913 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.54] INFO:root:Epoch[58] Elapsed time 5.104 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.536352 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.55] INFO:root:Epoch[59] Elapsed time 4.999 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.553832 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.6] INFO:root:Epoch[60] Elapsed time 5.011 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.604385 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.51] INFO:root:Epoch[61] Elapsed time 5.071 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.510277 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.57] INFO:root:Epoch[62] Elapsed time 5.020 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.568614 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.66it/s, avg_epoch_loss=5.54] INFO:root:Epoch[63] Elapsed time 5.664 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.536992 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.68] INFO:root:Epoch[64] Elapsed time 5.088 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.680750 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.58] INFO:root:Epoch[65] Elapsed time 5.023 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.579589 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.52] INFO:root:Epoch[66] Elapsed time 5.180 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.518719 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.49] INFO:root:Epoch[67] Elapsed time 5.161 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.494511 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.56] INFO:root:Epoch[68] Elapsed time 5.013 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.555355 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.53] INFO:root:Epoch[69] Elapsed time 5.222 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.527771 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.51] INFO:root:Epoch[70] Elapsed time 5.066 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.511425 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.51] INFO:root:Epoch[71] Elapsed time 5.126 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.509835 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.5] INFO:root:Epoch[72] Elapsed time 5.082 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.504546 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.64] INFO:root:Epoch[73] Elapsed time 5.184 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.641490 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.5] INFO:root:Epoch[74] Elapsed time 4.931 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.498212 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.51] INFO:root:Epoch[75] Elapsed time 5.055 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.507902 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.5] INFO:root:Epoch[76] Elapsed time 5.014 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.503682 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.57] INFO:root:Epoch[77] Elapsed time 5.102 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.565621 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.51] INFO:root:Epoch[78] Elapsed time 5.063 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.512672 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.44] INFO:root:Epoch[79] Elapsed time 4.959 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.444355 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.49] INFO:root:Epoch[80] Elapsed time 5.199 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.492623 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.5] INFO:root:Epoch[81] Elapsed time 5.109 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.500365 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.54] INFO:root:Epoch[82] Elapsed time 5.066 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.538091 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.49] INFO:root:Epoch[83] Elapsed time 5.056 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.488360 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.51] INFO:root:Epoch[84] Elapsed time 5.162 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.511236 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.5] INFO:root:Epoch[85] Elapsed time 5.188 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.500400 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.52] INFO:root:Epoch[86] Elapsed time 5.109 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.520683 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.51] INFO:root:Epoch[87] Elapsed time 4.933 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.508089 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.46] INFO:root:Epoch[88] Elapsed time 5.129 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.458784 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.46] INFO:root:Epoch[89] Elapsed time 5.120 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.459580 INFO:root:Loading parameters from best epoch (79) INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.56] INFO:root:Epoch[90] Elapsed time 5.092 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.560780 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.48] INFO:root:Epoch[91] Elapsed time 4.975 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.475539 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.46] INFO:root:Epoch[92] Elapsed time 5.077 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.456567 INFO:root:Epoch[93] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.49] INFO:root:Epoch[93] Elapsed time 5.177 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.493899 INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.54] INFO:root:Epoch[94] Elapsed time 5.170 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.541910 INFO:root:Epoch[95] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.49] INFO:root:Epoch[95] Elapsed time 4.942 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.489682 INFO:root:Epoch[96] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.47] INFO:root:Epoch[96] Elapsed time 5.078 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.471261 INFO:root:Epoch[97] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.5] INFO:root:Epoch[97] Elapsed time 4.999 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.496315 INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 17.46it/s, avg_epoch_loss=5.56] INFO:root:Epoch[98] Elapsed time 5.733 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.560337 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.46] INFO:root:Epoch[99] Elapsed time 4.966 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.463348 INFO:root:Loading parameters from best epoch (79) INFO:root:Epoch[100] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.48] INFO:root:Epoch[100] Elapsed time 5.137 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.479010 INFO:root:Epoch[101] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.47] INFO:root:Epoch[101] Elapsed time 5.236 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.469658 INFO:root:Epoch[102] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=5.52] INFO:root:Epoch[102] Elapsed time 5.272 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.518954 INFO:root:Epoch[103] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.49] INFO:root:Epoch[103] Elapsed time 5.028 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.489188 INFO:root:Epoch[104] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.44] INFO:root:Epoch[104] Elapsed time 4.923 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.444384 INFO:root:Epoch[105] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.5] INFO:root:Epoch[105] Elapsed time 4.980 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.500884 INFO:root:Epoch[106] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.51] INFO:root:Epoch[106] Elapsed time 5.121 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.510597 INFO:root:Epoch[107] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.45] INFO:root:Epoch[107] Elapsed time 4.962 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.452461 INFO:root:Epoch[108] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.43] INFO:root:Epoch[108] Elapsed time 5.110 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.430826 INFO:root:Epoch[109] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.47] INFO:root:Epoch[109] Elapsed time 4.995 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.468099 INFO:root:Epoch[110] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.55] INFO:root:Epoch[110] Elapsed time 5.161 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.548429 INFO:root:Epoch[111] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.47] INFO:root:Epoch[111] Elapsed time 5.016 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.470212 INFO:root:Epoch[112] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.43] INFO:root:Epoch[112] Elapsed time 5.127 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.427430 INFO:root:Epoch[113] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.45] INFO:root:Epoch[113] Elapsed time 5.106 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.453772 INFO:root:Epoch[114] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.54] INFO:root:Epoch[114] Elapsed time 5.006 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.541877 INFO:root:Epoch[115] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.48] INFO:root:Epoch[115] Elapsed time 5.083 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.477671 INFO:root:Epoch[116] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.51] INFO:root:Epoch[116] Elapsed time 5.134 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.507146 INFO:root:Epoch[117] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.47] INFO:root:Epoch[117] Elapsed time 4.982 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.469494 INFO:root:Epoch[118] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.53] INFO:root:Epoch[118] Elapsed time 4.976 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.528005 INFO:root:Epoch[119] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.44] INFO:root:Epoch[119] Elapsed time 5.052 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.443654 INFO:root:Epoch[120] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=5.46] INFO:root:Epoch[120] Elapsed time 5.330 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.459541 INFO:root:Epoch[121] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.47] INFO:root:Epoch[121] Elapsed time 5.038 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.466115 INFO:root:Epoch[122] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.5] INFO:root:Epoch[122] Elapsed time 5.168 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.502242 INFO:root:Loading parameters from best epoch (112) INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.45] INFO:root:Epoch[123] Elapsed time 5.032 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.446268 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.45] INFO:root:Epoch[124] Elapsed time 5.177 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.447666 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.48] INFO:root:Epoch[125] Elapsed time 5.056 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.477435 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.54] INFO:root:Epoch[126] Elapsed time 5.115 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.535662 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.47] INFO:root:Epoch[127] Elapsed time 4.934 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.470600 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.45] INFO:root:Epoch[128] Elapsed time 4.987 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.449988 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.44] INFO:root:Epoch[129] Elapsed time 5.139 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.442728 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.51] INFO:root:Epoch[130] Elapsed time 5.011 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.505978 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.56] INFO:root:Epoch[131] Elapsed time 5.084 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.561338 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.49] INFO:root:Epoch[132] Elapsed time 5.115 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.490641 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.27it/s, avg_epoch_loss=5.4] INFO:root:Epoch[133] Elapsed time 5.792 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.398211 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.52] INFO:root:Epoch[134] Elapsed time 5.077 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.516163 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.48] INFO:root:Epoch[135] Elapsed time 4.953 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.484387 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.47] INFO:root:Epoch[136] Elapsed time 4.915 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.467607 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.45] INFO:root:Epoch[137] Elapsed time 5.190 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.449418 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.47] INFO:root:Epoch[138] Elapsed time 5.001 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.466708 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.56] INFO:root:Epoch[139] Elapsed time 5.148 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.559077 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.43] INFO:root:Epoch[140] Elapsed time 5.079 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.427165 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.46] INFO:root:Epoch[141] Elapsed time 5.177 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.461075 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.46] INFO:root:Epoch[142] Elapsed time 5.049 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.459682 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.51] INFO:root:Epoch[143] Elapsed time 5.062 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.508715 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.46] INFO:root:Epoch[144] Elapsed time 5.041 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.456970 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.47] INFO:root:Epoch[145] Elapsed time 5.190 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.471660 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.46] INFO:root:Epoch[146] Elapsed time 4.962 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.460235 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.52] INFO:root:Epoch[147] Elapsed time 5.126 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.523293 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.45] INFO:root:Epoch[148] Elapsed time 5.037 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.450736 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.47] INFO:root:Epoch[149] Elapsed time 5.135 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.468736 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.46] INFO:root:Epoch[150] Elapsed time 4.928 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.455043 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.5] INFO:root:Epoch[151] Elapsed time 5.058 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.504576 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.42] INFO:root:Epoch[152] Elapsed time 5.038 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.415786 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.46] INFO:root:Epoch[153] Elapsed time 5.178 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.460558 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.45] INFO:root:Epoch[154] Elapsed time 5.049 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.445894 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=5.52] INFO:root:Epoch[155] Elapsed time 5.274 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.524498 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.48] INFO:root:Epoch[156] Elapsed time 5.080 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.479256 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.45] INFO:root:Epoch[157] Elapsed time 5.147 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.445881 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.44] INFO:root:Epoch[158] Elapsed time 5.008 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.443052 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.5] INFO:root:Epoch[159] Elapsed time 5.015 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.495078 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.5] INFO:root:Epoch[160] Elapsed time 5.141 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.504430 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.44] INFO:root:Epoch[161] Elapsed time 5.037 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.440212 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.44] INFO:root:Epoch[162] Elapsed time 5.201 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.436603 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.49] INFO:root:Epoch[163] Elapsed time 5.133 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.486848 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.47] INFO:root:Epoch[164] Elapsed time 4.987 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.468676 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.43] INFO:root:Epoch[165] Elapsed time 4.994 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.427813 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.44] INFO:root:Epoch[166] Elapsed time 5.053 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.444179 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.49] INFO:root:Epoch[167] Elapsed time 5.161 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.489338 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.44] INFO:root:Epoch[168] Elapsed time 5.130 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.440913 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.15it/s, avg_epoch_loss=5.44] INFO:root:Epoch[169] Elapsed time 5.511 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.441911 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43] INFO:root:Epoch[170] Elapsed time 5.046 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.429005 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.5] INFO:root:Epoch[171] Elapsed time 5.108 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.501319 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.46] INFO:root:Epoch[172] Elapsed time 5.013 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.464991 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.47] INFO:root:Epoch[173] Elapsed time 5.001 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.472139 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.43] INFO:root:Epoch[174] Elapsed time 4.900 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.429206 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.48] INFO:root:Epoch[175] Elapsed time 5.195 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.478528 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.44] INFO:root:Epoch[176] Elapsed time 4.981 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.441769 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.45] INFO:root:Epoch[177] Elapsed time 5.110 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.453387 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.41] INFO:root:Epoch[178] Elapsed time 5.080 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.405101 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.5] INFO:root:Epoch[179] Elapsed time 5.215 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.499822 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.45] INFO:root:Epoch[180] Elapsed time 5.111 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.454639 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.49] INFO:root:Epoch[181] Elapsed time 5.077 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.486364 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.41] INFO:root:Epoch[182] Elapsed time 5.147 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.414120 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.51] INFO:root:Epoch[183] Elapsed time 5.046 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.508519 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.49] INFO:root:Epoch[184] Elapsed time 4.964 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.485280 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.45] INFO:root:Epoch[185] Elapsed time 5.000 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.449921 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.43] INFO:root:Epoch[186] Elapsed time 5.123 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.425459 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.47] INFO:root:Epoch[187] Elapsed time 5.061 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.466802 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.44] INFO:root:Epoch[188] Elapsed time 5.148 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.444833 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.47] INFO:root:Epoch[189] Elapsed time 4.883 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.468834 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.38] INFO:root:Epoch[190] Elapsed time 4.976 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.381367 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.47] INFO:root:Epoch[191] Elapsed time 4.972 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.471841 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.49] INFO:root:Epoch[192] Elapsed time 4.997 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.492589 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.46] INFO:root:Epoch[193] Elapsed time 5.015 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.456907 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.41] INFO:root:Epoch[194] Elapsed time 5.158 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.407779 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.43] INFO:root:Epoch[195] Elapsed time 5.024 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.427767 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.48] INFO:root:Epoch[196] Elapsed time 5.080 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.484332 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.42] INFO:root:Epoch[197] Elapsed time 5.050 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.423473 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.41] INFO:root:Epoch[198] Elapsed time 5.197 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.409127 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.46] INFO:root:Epoch[199] Elapsed time 5.079 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.460670 INFO:root:Loading parameters from best epoch (190) INFO:root:Final loss: 5.3813668060302735 (occurred at epoch 190) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.26it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.433927 0.033041 45.400981 0.028545 0.013901 seed epochs num_batches 0 45 200 100 Seed: 46
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 21.76it/s, avg_epoch_loss=7.08] INFO:root:Epoch[0] Elapsed time 4.598 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.075297 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.55] INFO:root:Epoch[1] Elapsed time 5.035 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.549395 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.52] INFO:root:Epoch[2] Elapsed time 5.204 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.517536 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.34] INFO:root:Epoch[3] Elapsed time 5.016 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.343182 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.34] INFO:root:Epoch[4] Elapsed time 5.071 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.344967 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.21] INFO:root:Epoch[5] Elapsed time 5.164 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.205600 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.06it/s, avg_epoch_loss=6.24] INFO:root:Epoch[6] Elapsed time 5.538 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.243877 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.17] INFO:root:Epoch[7] Elapsed time 5.189 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.170590 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.06] INFO:root:Epoch[8] Elapsed time 5.068 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.058087 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6] INFO:root:Epoch[9] Elapsed time 5.028 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=5.997648 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.08] INFO:root:Epoch[10] Elapsed time 5.252 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.075127 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.98] INFO:root:Epoch[11] Elapsed time 5.005 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.979831 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=5.95] INFO:root:Epoch[12] Elapsed time 5.245 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.948699 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.94] INFO:root:Epoch[13] Elapsed time 5.030 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.938279 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.02] INFO:root:Epoch[14] Elapsed time 5.052 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.019677 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.84] INFO:root:Epoch[15] Elapsed time 4.869 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.838836 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.92] INFO:root:Epoch[16] Elapsed time 5.047 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.917527 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=5.9] INFO:root:Epoch[17] Elapsed time 5.277 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.904107 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.9] INFO:root:Epoch[18] Elapsed time 5.121 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.897446 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.86] INFO:root:Epoch[19] Elapsed time 5.021 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.859947 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.81] INFO:root:Epoch[20] Elapsed time 5.114 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.813031 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.78] INFO:root:Epoch[21] Elapsed time 5.129 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.776972 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.89] INFO:root:Epoch[22] Elapsed time 5.084 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.890287 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.81] INFO:root:Epoch[23] Elapsed time 5.183 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.811024 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.74] INFO:root:Epoch[24] Elapsed time 5.095 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.743629 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=5.76] INFO:root:Epoch[25] Elapsed time 5.338 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.761393 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.75] INFO:root:Epoch[26] Elapsed time 5.012 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.752652 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.72] INFO:root:Epoch[27] Elapsed time 5.108 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.723941 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.65] INFO:root:Epoch[28] Elapsed time 5.191 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.648539 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.68] INFO:root:Epoch[29] Elapsed time 5.171 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.680069 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.62] INFO:root:Epoch[30] Elapsed time 5.231 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.616540 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.67] INFO:root:Epoch[31] Elapsed time 5.148 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.672248 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.61] INFO:root:Epoch[32] Elapsed time 5.001 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.609755 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.59] INFO:root:Epoch[33] Elapsed time 5.206 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.588744 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.65] INFO:root:Epoch[34] Elapsed time 5.056 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.646293 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.67] INFO:root:Epoch[35] Elapsed time 5.161 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.668359 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.67] INFO:root:Epoch[36] Elapsed time 5.006 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.666949 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.58] INFO:root:Epoch[37] Elapsed time 5.128 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.584953 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.55] INFO:root:Epoch[38] Elapsed time 5.008 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.552912 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.57] INFO:root:Epoch[39] Elapsed time 5.178 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.565469 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.57] INFO:root:Epoch[40] Elapsed time 4.970 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.573756 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.58it/s, avg_epoch_loss=5.58] INFO:root:Epoch[41] Elapsed time 5.385 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.576516 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=5.51] INFO:root:Epoch[42] Elapsed time 5.365 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.505407 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.57] INFO:root:Epoch[43] Elapsed time 5.071 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.570922 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.49] INFO:root:Epoch[44] Elapsed time 4.921 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.492975 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.53] INFO:root:Epoch[45] Elapsed time 5.039 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.530193 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.55] INFO:root:Epoch[46] Elapsed time 5.050 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.550944 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.62] INFO:root:Epoch[47] Elapsed time 4.961 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.619756 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.5] INFO:root:Epoch[48] Elapsed time 4.911 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.502408 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.53] INFO:root:Epoch[49] Elapsed time 5.156 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.526229 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.49] INFO:root:Epoch[50] Elapsed time 5.085 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.492626 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.52] INFO:root:Epoch[51] Elapsed time 5.137 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.520675 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.49] INFO:root:Epoch[52] Elapsed time 5.066 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.486498 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.51] INFO:root:Epoch[53] Elapsed time 5.028 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.506153 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.5] INFO:root:Epoch[54] Elapsed time 4.943 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.501112 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.59] INFO:root:Epoch[55] Elapsed time 5.153 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.585916 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.53] INFO:root:Epoch[56] Elapsed time 5.040 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.532433 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.53] INFO:root:Epoch[57] Elapsed time 5.128 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.534287 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.43] INFO:root:Epoch[58] Elapsed time 5.196 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.428178 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.54] INFO:root:Epoch[59] Elapsed time 5.063 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.541561 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.48] INFO:root:Epoch[60] Elapsed time 5.086 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.482678 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.46] INFO:root:Epoch[61] Elapsed time 5.189 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.458247 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.43] INFO:root:Epoch[62] Elapsed time 5.086 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.429444 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.51] INFO:root:Epoch[63] Elapsed time 5.053 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.514229 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.47] INFO:root:Epoch[64] Elapsed time 5.151 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.474711 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.56] INFO:root:Epoch[65] Elapsed time 4.964 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.564455 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.47] INFO:root:Epoch[66] Elapsed time 5.116 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.470255 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.48] INFO:root:Epoch[67] Elapsed time 4.978 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.475608 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.57] INFO:root:Epoch[68] Elapsed time 5.153 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.565113 INFO:root:Loading parameters from best epoch (58) INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.46] INFO:root:Epoch[69] Elapsed time 4.922 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.458875 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.44] INFO:root:Epoch[70] Elapsed time 5.064 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.438557 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.43] INFO:root:Epoch[71] Elapsed time 4.993 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.428888 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.47] INFO:root:Epoch[72] Elapsed time 5.219 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.474862 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.39] INFO:root:Epoch[73] Elapsed time 4.981 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.389503 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.45] INFO:root:Epoch[74] Elapsed time 5.121 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.446005 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.45] INFO:root:Epoch[75] Elapsed time 5.116 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.449589 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.49] INFO:root:Epoch[76] Elapsed time 5.211 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.492294 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.50it/s, avg_epoch_loss=5.43] INFO:root:Epoch[77] Elapsed time 5.715 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.430829 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.38] INFO:root:Epoch[78] Elapsed time 4.982 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.384875 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.43] INFO:root:Epoch[79] Elapsed time 4.921 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.429068 INFO:root:Epoch[80] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.49] INFO:root:Epoch[80] Elapsed time 5.061 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.488657 INFO:root:Epoch[81] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.42] INFO:root:Epoch[81] Elapsed time 5.012 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.418364 INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.36] INFO:root:Epoch[82] Elapsed time 5.212 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.362253 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.41] INFO:root:Epoch[83] Elapsed time 5.075 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.406728 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.49] INFO:root:Epoch[84] Elapsed time 5.131 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.490513 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.44] INFO:root:Epoch[85] Elapsed time 4.986 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.438497 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.43] INFO:root:Epoch[86] Elapsed time 5.117 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.427026 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.4] INFO:root:Epoch[87] Elapsed time 5.085 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.395636 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.47] INFO:root:Epoch[88] Elapsed time 5.151 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.470874 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.52] INFO:root:Epoch[89] Elapsed time 4.972 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.515091 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.44] INFO:root:Epoch[90] Elapsed time 5.129 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.444735 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.35] INFO:root:Epoch[91] Elapsed time 5.192 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.349025 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.5] INFO:root:Epoch[92] Elapsed time 5.060 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.500665 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.46] INFO:root:Epoch[93] Elapsed time 5.094 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.458038 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.38] INFO:root:Epoch[94] Elapsed time 4.985 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.375250 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.36] INFO:root:Epoch[95] Elapsed time 4.913 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.363636 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.53] INFO:root:Epoch[96] Elapsed time 4.971 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.534211 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.42] INFO:root:Epoch[97] Elapsed time 4.928 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.421038 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.43] INFO:root:Epoch[98] Elapsed time 5.009 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.429714 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.42] INFO:root:Epoch[99] Elapsed time 5.128 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.417493 INFO:root:Epoch[100] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.47] INFO:root:Epoch[100] Elapsed time 4.978 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.473240 INFO:root:Epoch[101] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.42] INFO:root:Epoch[101] Elapsed time 5.039 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.423442 INFO:root:Loading parameters from best epoch (91) INFO:root:Epoch[102] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.38] INFO:root:Epoch[102] Elapsed time 5.237 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.376867 INFO:root:Epoch[103] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.39] INFO:root:Epoch[103] Elapsed time 5.126 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.387528 INFO:root:Epoch[104] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.45] INFO:root:Epoch[104] Elapsed time 5.243 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.452738 INFO:root:Epoch[105] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.44] INFO:root:Epoch[105] Elapsed time 5.056 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.439695 INFO:root:Epoch[106] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.43] INFO:root:Epoch[106] Elapsed time 4.959 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.430462 INFO:root:Epoch[107] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.35] INFO:root:Epoch[107] Elapsed time 5.014 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.354986 INFO:root:Epoch[108] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.44] INFO:root:Epoch[108] Elapsed time 4.994 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.442182 INFO:root:Epoch[109] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.46] INFO:root:Epoch[109] Elapsed time 5.025 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.457987 INFO:root:Epoch[110] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.41] INFO:root:Epoch[110] Elapsed time 4.965 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.414588 INFO:root:Epoch[111] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.4] INFO:root:Epoch[111] Elapsed time 5.092 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.400138 INFO:root:Loading parameters from best epoch (91) INFO:root:Epoch[112] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=5.37] INFO:root:Epoch[112] Elapsed time 5.409 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.367142 INFO:root:Epoch[113] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.04it/s, avg_epoch_loss=5.45] INFO:root:Epoch[113] Elapsed time 5.544 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.445409 INFO:root:Epoch[114] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.4] INFO:root:Epoch[114] Elapsed time 5.010 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.396881 INFO:root:Epoch[115] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.38] INFO:root:Epoch[115] Elapsed time 5.176 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.381926 INFO:root:Epoch[116] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.35] INFO:root:Epoch[116] Elapsed time 5.092 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.347947 INFO:root:Epoch[117] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.46] INFO:root:Epoch[117] Elapsed time 5.153 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.459624 INFO:root:Epoch[118] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.41] INFO:root:Epoch[118] Elapsed time 5.149 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.412118 INFO:root:Epoch[119] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.4] INFO:root:Epoch[119] Elapsed time 5.118 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.402999 INFO:root:Epoch[120] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.37] INFO:root:Epoch[120] Elapsed time 5.004 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.371359 INFO:root:Epoch[121] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.45] INFO:root:Epoch[121] Elapsed time 5.168 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.450532 INFO:root:Epoch[122] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.4] INFO:root:Epoch[122] Elapsed time 5.072 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.398392 INFO:root:Epoch[123] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.34] INFO:root:Epoch[123] Elapsed time 5.141 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.344095 INFO:root:Epoch[124] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.37] INFO:root:Epoch[124] Elapsed time 5.104 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.372854 INFO:root:Epoch[125] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.46] INFO:root:Epoch[125] Elapsed time 5.135 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.461884 INFO:root:Epoch[126] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.36] INFO:root:Epoch[126] Elapsed time 5.006 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.360875 INFO:root:Epoch[127] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.38] INFO:root:Epoch[127] Elapsed time 5.244 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.379544 INFO:root:Epoch[128] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.36] INFO:root:Epoch[128] Elapsed time 5.120 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.355413 INFO:root:Epoch[129] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.45] INFO:root:Epoch[129] Elapsed time 4.984 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.448424 INFO:root:Epoch[130] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.42] INFO:root:Epoch[130] Elapsed time 4.945 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.415779 INFO:root:Epoch[131] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.4] INFO:root:Epoch[131] Elapsed time 4.911 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.404582 INFO:root:Epoch[132] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.34] INFO:root:Epoch[132] Elapsed time 4.965 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.338096 INFO:root:Epoch[133] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.45] INFO:root:Epoch[133] Elapsed time 4.944 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.448960 INFO:root:Epoch[134] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.42] INFO:root:Epoch[134] Elapsed time 5.171 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.422697 INFO:root:Epoch[135] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.38] INFO:root:Epoch[135] Elapsed time 5.095 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.375939 INFO:root:Epoch[136] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.34] INFO:root:Epoch[136] Elapsed time 5.182 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.343303 INFO:root:Epoch[137] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.4] INFO:root:Epoch[137] Elapsed time 5.068 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.403420 INFO:root:Epoch[138] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.41] INFO:root:Epoch[138] Elapsed time 5.062 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.406598 INFO:root:Epoch[139] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.39] INFO:root:Epoch[139] Elapsed time 5.058 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.392765 INFO:root:Epoch[140] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.34] INFO:root:Epoch[140] Elapsed time 5.073 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.341803 INFO:root:Epoch[141] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.42] INFO:root:Epoch[141] Elapsed time 5.103 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.424654 INFO:root:Epoch[142] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.41] INFO:root:Epoch[142] Elapsed time 5.103 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.406150 INFO:root:Loading parameters from best epoch (132) INFO:root:Epoch[143] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.38] INFO:root:Epoch[143] Elapsed time 4.972 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.383826 INFO:root:Epoch[144] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.35] INFO:root:Epoch[144] Elapsed time 5.196 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.345173 INFO:root:Epoch[145] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.43] INFO:root:Epoch[145] Elapsed time 5.120 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.428650 INFO:root:Epoch[146] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.41] INFO:root:Epoch[146] Elapsed time 5.039 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.413256 INFO:root:Epoch[147] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.38] INFO:root:Epoch[147] Elapsed time 4.909 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.376888 INFO:root:Epoch[148] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 17.45it/s, avg_epoch_loss=5.37] INFO:root:Epoch[148] Elapsed time 5.732 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.366505 INFO:root:Epoch[149] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.39] INFO:root:Epoch[149] Elapsed time 5.100 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.393653 INFO:root:Epoch[150] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.46] INFO:root:Epoch[150] Elapsed time 5.075 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.460064 INFO:root:Epoch[151] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.42] INFO:root:Epoch[151] Elapsed time 5.123 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.416071 INFO:root:Epoch[152] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.38] INFO:root:Epoch[152] Elapsed time 5.267 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.378800 INFO:root:Loading parameters from best epoch (132) INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.37] INFO:root:Epoch[153] Elapsed time 5.031 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.367737 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.39] INFO:root:Epoch[154] Elapsed time 5.211 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.394781 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.39] INFO:root:Epoch[155] Elapsed time 4.994 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.392941 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.37] INFO:root:Epoch[156] Elapsed time 5.104 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.365999 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.39] INFO:root:Epoch[157] Elapsed time 5.105 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.391852 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.42] INFO:root:Epoch[158] Elapsed time 5.146 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.416574 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.4] INFO:root:Epoch[159] Elapsed time 5.000 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.402999 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.41] INFO:root:Epoch[160] Elapsed time 5.107 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.410673 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.37] INFO:root:Epoch[161] Elapsed time 5.100 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.373638 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.43] INFO:root:Epoch[162] Elapsed time 5.123 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.430887 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.4] INFO:root:Epoch[163] Elapsed time 4.995 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.396994 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.36] INFO:root:Epoch[164] Elapsed time 5.270 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.362433 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.39] INFO:root:Epoch[165] Elapsed time 5.034 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.387405 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.44] INFO:root:Epoch[166] Elapsed time 5.179 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.435695 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.41] INFO:root:Epoch[167] Elapsed time 4.929 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.405032 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.38] INFO:root:Epoch[168] Elapsed time 5.024 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.381007 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.34] INFO:root:Epoch[169] Elapsed time 5.113 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.335568 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.47] INFO:root:Epoch[170] Elapsed time 5.152 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.473745 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.42] INFO:root:Epoch[171] Elapsed time 4.837 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.420858 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.36] INFO:root:Epoch[172] Elapsed time 5.036 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.362907 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.33] INFO:root:Epoch[173] Elapsed time 5.108 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.332984 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.42] INFO:root:Epoch[174] Elapsed time 4.993 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.419444 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.44] INFO:root:Epoch[175] Elapsed time 4.974 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.440027 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.37] INFO:root:Epoch[176] Elapsed time 5.112 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.371105 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.36] INFO:root:Epoch[177] Elapsed time 5.060 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.355613 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.44] INFO:root:Epoch[178] Elapsed time 4.935 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.440460 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.41] INFO:root:Epoch[179] Elapsed time 5.020 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.408143 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.38] INFO:root:Epoch[180] Elapsed time 4.935 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.383178 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.38] INFO:root:Epoch[181] Elapsed time 5.176 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.376231 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.36] INFO:root:Epoch[182] Elapsed time 5.037 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.363381 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.91it/s, avg_epoch_loss=5.39] INFO:root:Epoch[183] Elapsed time 5.587 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.386506 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.38] INFO:root:Epoch[184] Elapsed time 5.010 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.382666 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.35] INFO:root:Epoch[185] Elapsed time 5.067 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.353078 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.37] INFO:root:Epoch[186] Elapsed time 4.911 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.372436 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.43] INFO:root:Epoch[187] Elapsed time 5.121 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.425308 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.38] INFO:root:Epoch[188] Elapsed time 4.990 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.382578 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.38] INFO:root:Epoch[189] Elapsed time 5.194 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.379993 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.32] INFO:root:Epoch[190] Elapsed time 5.124 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.319366 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.41] INFO:root:Epoch[191] Elapsed time 5.141 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.406754 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.42] INFO:root:Epoch[192] Elapsed time 5.033 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.422706 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.35] INFO:root:Epoch[193] Elapsed time 5.169 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.348262 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.34] INFO:root:Epoch[194] Elapsed time 5.054 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.344466 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.48] INFO:root:Epoch[195] Elapsed time 5.083 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.475934 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.39] INFO:root:Epoch[196] Elapsed time 5.129 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.393501 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.4] INFO:root:Epoch[197] Elapsed time 5.235 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.396050 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.32] INFO:root:Epoch[198] Elapsed time 5.114 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.323190 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.41] INFO:root:Epoch[199] Elapsed time 5.011 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.412820 INFO:root:Loading parameters from best epoch (190) INFO:root:Final loss: 5.319366469383239 (occurred at epoch 190) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.24it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.402333 0.032694 39.842791 0.028634 0.013067 seed epochs num_batches 0 46 200 100 Seed: 47
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=7.33] INFO:root:Epoch[0] Elapsed time 4.805 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.327109 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.59] INFO:root:Epoch[1] Elapsed time 4.994 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.588857 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.51] INFO:root:Epoch[2] Elapsed time 5.072 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.512587 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.41] INFO:root:Epoch[3] Elapsed time 5.038 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.407704 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.35] INFO:root:Epoch[4] Elapsed time 5.131 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.353937 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.31] INFO:root:Epoch[5] Elapsed time 5.207 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.307379 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.32] INFO:root:Epoch[6] Elapsed time 5.135 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.317198 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.21] INFO:root:Epoch[7] Elapsed time 5.117 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.213683 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.12] INFO:root:Epoch[8] Elapsed time 5.225 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.118264 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.09] INFO:root:Epoch[9] Elapsed time 5.133 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.094956 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.1] INFO:root:Epoch[10] Elapsed time 4.998 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.100884 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.05] INFO:root:Epoch[11] Elapsed time 5.058 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.051565 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.08] INFO:root:Epoch[12] Elapsed time 4.992 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.083501 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.95] INFO:root:Epoch[13] Elapsed time 5.149 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.947045 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.96] INFO:root:Epoch[14] Elapsed time 5.050 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.956699 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.97] INFO:root:Epoch[15] Elapsed time 5.035 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.970286 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.95] INFO:root:Epoch[16] Elapsed time 4.878 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.950369 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.91] INFO:root:Epoch[17] Elapsed time 5.235 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.914085 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.84] INFO:root:Epoch[18] Elapsed time 4.979 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.842005 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.87] INFO:root:Epoch[19] Elapsed time 5.056 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.874073 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.86] INFO:root:Epoch[20] Elapsed time 4.981 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.860696 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.45it/s, avg_epoch_loss=5.83] INFO:root:Epoch[21] Elapsed time 5.731 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.829351 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.86] INFO:root:Epoch[22] Elapsed time 4.927 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.861112 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.82] INFO:root:Epoch[23] Elapsed time 4.961 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.823494 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.86] INFO:root:Epoch[24] Elapsed time 5.203 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.855068 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.71] INFO:root:Epoch[25] Elapsed time 5.202 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.707214 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.83] INFO:root:Epoch[26] Elapsed time 5.101 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.833466 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.83] INFO:root:Epoch[27] Elapsed time 5.058 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.826300 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.73] INFO:root:Epoch[28] Elapsed time 5.087 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.726943 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.66] INFO:root:Epoch[29] Elapsed time 5.091 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.664954 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.7] INFO:root:Epoch[30] Elapsed time 5.091 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.703487 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=5.71] INFO:root:Epoch[31] Elapsed time 5.255 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.712102 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.66] INFO:root:Epoch[32] Elapsed time 5.066 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.658007 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.6] INFO:root:Epoch[33] Elapsed time 5.038 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.602082 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.62] INFO:root:Epoch[34] Elapsed time 5.024 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.619303 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.65] INFO:root:Epoch[35] Elapsed time 5.155 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.654901 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.62] INFO:root:Epoch[36] Elapsed time 4.996 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.617695 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.71] INFO:root:Epoch[37] Elapsed time 5.050 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.714732 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.62] INFO:root:Epoch[38] Elapsed time 5.146 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.617921 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.66] INFO:root:Epoch[39] Elapsed time 5.081 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.657180 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.62] INFO:root:Epoch[40] Elapsed time 4.841 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.616374 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.6] INFO:root:Epoch[41] Elapsed time 5.047 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.602026 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.52] INFO:root:Epoch[42] Elapsed time 5.145 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.521560 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.63] INFO:root:Epoch[43] Elapsed time 4.983 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.634575 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.57] INFO:root:Epoch[44] Elapsed time 4.920 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.572052 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.57] INFO:root:Epoch[45] Elapsed time 5.044 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.573686 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.5] INFO:root:Epoch[46] Elapsed time 5.155 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.499739 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.56] INFO:root:Epoch[47] Elapsed time 5.151 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.558295 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.65] INFO:root:Epoch[48] Elapsed time 5.223 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.648332 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.56] INFO:root:Epoch[49] Elapsed time 4.997 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.555289 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.56] INFO:root:Epoch[50] Elapsed time 5.099 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.564280 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.51] INFO:root:Epoch[51] Elapsed time 4.936 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.508963 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.53] INFO:root:Epoch[52] Elapsed time 4.993 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.533878 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.55] INFO:root:Epoch[53] Elapsed time 5.087 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.550622 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.52] INFO:root:Epoch[54] Elapsed time 5.164 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.524308 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.52] INFO:root:Epoch[55] Elapsed time 5.077 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.519973 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.85it/s, avg_epoch_loss=5.6] INFO:root:Epoch[56] Elapsed time 5.607 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.595245 INFO:root:Loading parameters from best epoch (46) INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.49] INFO:root:Epoch[57] Elapsed time 5.076 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.492833 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.49] INFO:root:Epoch[58] Elapsed time 5.043 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.485969 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.47] INFO:root:Epoch[59] Elapsed time 5.083 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.465268 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.56] INFO:root:Epoch[60] Elapsed time 5.221 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.557055 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.47] INFO:root:Epoch[61] Elapsed time 5.007 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.467571 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.45] INFO:root:Epoch[62] Elapsed time 5.128 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.451809 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.49] INFO:root:Epoch[63] Elapsed time 5.051 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.493105 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.56] INFO:root:Epoch[64] Elapsed time 5.056 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.558588 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.53] INFO:root:Epoch[65] Elapsed time 5.076 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.527852 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.45] INFO:root:Epoch[66] Elapsed time 5.030 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.449809 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.42] INFO:root:Epoch[67] Elapsed time 5.225 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.416952 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.51] INFO:root:Epoch[68] Elapsed time 4.999 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.510160 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.49] INFO:root:Epoch[69] Elapsed time 5.010 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.493964 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.48] INFO:root:Epoch[70] Elapsed time 4.938 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.479159 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.44] INFO:root:Epoch[71] Elapsed time 5.020 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.443050 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.47] INFO:root:Epoch[72] Elapsed time 4.962 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.468079 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.48] INFO:root:Epoch[73] Elapsed time 5.046 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.481675 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.46] INFO:root:Epoch[74] Elapsed time 5.058 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.457822 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.47] INFO:root:Epoch[75] Elapsed time 5.138 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.468463 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.46] INFO:root:Epoch[76] Elapsed time 5.035 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.461796 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.5] INFO:root:Epoch[77] Elapsed time 5.241 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.504532 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.48] INFO:root:Epoch[78] Elapsed time 5.084 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.478937 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.46] INFO:root:Epoch[79] Elapsed time 4.999 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.461743 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.43] INFO:root:Epoch[80] Elapsed time 4.925 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.428762 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.5] INFO:root:Epoch[81] Elapsed time 5.040 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.501630 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.44] INFO:root:Epoch[82] Elapsed time 4.955 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.441043 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.43] INFO:root:Epoch[83] Elapsed time 5.071 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.429689 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.45] INFO:root:Epoch[84] Elapsed time 5.024 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.445980 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.52] INFO:root:Epoch[85] Elapsed time 5.078 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.515895 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.42] INFO:root:Epoch[86] Elapsed time 5.008 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.422081 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.44] INFO:root:Epoch[87] Elapsed time 5.034 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.442767 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[88] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.46] INFO:root:Epoch[88] Elapsed time 5.184 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.463420 INFO:root:Epoch[89] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.49] INFO:root:Epoch[89] Elapsed time 5.001 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.493225 INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.45] INFO:root:Epoch[90] Elapsed time 5.045 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.450130 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.42] INFO:root:Epoch[91] Elapsed time 5.314 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.417984 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 17.67it/s, avg_epoch_loss=5.42] INFO:root:Epoch[92] Elapsed time 5.662 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.416459 INFO:root:Epoch[93] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.48] INFO:root:Epoch[93] Elapsed time 4.927 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.476418 INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.43] INFO:root:Epoch[94] Elapsed time 4.934 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.431889 INFO:root:Epoch[95] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.46] INFO:root:Epoch[95] Elapsed time 5.218 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.457712 INFO:root:Epoch[96] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.44] INFO:root:Epoch[96] Elapsed time 4.968 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.438474 INFO:root:Epoch[97] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.51] INFO:root:Epoch[97] Elapsed time 5.056 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.509986 INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.44] INFO:root:Epoch[98] Elapsed time 4.889 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.437673 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.43] INFO:root:Epoch[99] Elapsed time 5.010 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.433623 INFO:root:Epoch[100] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.42] INFO:root:Epoch[100] Elapsed time 4.994 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.415813 INFO:root:Epoch[101] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.52] INFO:root:Epoch[101] Elapsed time 5.013 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.522654 INFO:root:Epoch[102] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.43] INFO:root:Epoch[102] Elapsed time 5.015 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.431041 INFO:root:Epoch[103] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.44] INFO:root:Epoch[103] Elapsed time 4.950 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.442527 INFO:root:Epoch[104] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.4] INFO:root:Epoch[104] Elapsed time 5.005 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.399517 INFO:root:Epoch[105] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.47] INFO:root:Epoch[105] Elapsed time 4.944 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.468004 INFO:root:Epoch[106] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.46] INFO:root:Epoch[106] Elapsed time 5.181 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.460095 INFO:root:Epoch[107] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.43] INFO:root:Epoch[107] Elapsed time 4.972 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.434928 INFO:root:Epoch[108] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.43] INFO:root:Epoch[108] Elapsed time 5.146 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.425996 INFO:root:Epoch[109] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.41] INFO:root:Epoch[109] Elapsed time 5.038 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.411820 INFO:root:Epoch[110] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.49] INFO:root:Epoch[110] Elapsed time 5.159 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.487349 INFO:root:Epoch[111] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.43] INFO:root:Epoch[111] Elapsed time 5.042 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.428783 INFO:root:Epoch[112] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.44] INFO:root:Epoch[112] Elapsed time 5.085 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.440687 INFO:root:Epoch[113] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.43] INFO:root:Epoch[113] Elapsed time 4.924 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.433496 INFO:root:Epoch[114] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.49] INFO:root:Epoch[114] Elapsed time 5.097 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.489155 INFO:root:Loading parameters from best epoch (104) INFO:root:Epoch[115] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.44] INFO:root:Epoch[115] Elapsed time 4.997 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.436173 INFO:root:Epoch[116] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.44] INFO:root:Epoch[116] Elapsed time 5.087 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.444458 INFO:root:Epoch[117] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.39] INFO:root:Epoch[117] Elapsed time 5.060 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.392466 INFO:root:Epoch[118] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.47] INFO:root:Epoch[118] Elapsed time 5.173 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.471329 INFO:root:Epoch[119] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.43] INFO:root:Epoch[119] Elapsed time 4.944 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.426701 INFO:root:Epoch[120] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.45] INFO:root:Epoch[120] Elapsed time 5.119 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.447170 INFO:root:Epoch[121] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.43] INFO:root:Epoch[121] Elapsed time 5.204 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.429560 INFO:root:Epoch[122] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.48] INFO:root:Epoch[122] Elapsed time 5.130 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.476514 INFO:root:Epoch[123] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.43] INFO:root:Epoch[123] Elapsed time 5.064 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.425671 INFO:root:Epoch[124] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.42] INFO:root:Epoch[124] Elapsed time 5.132 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.417486 INFO:root:Epoch[125] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.43] INFO:root:Epoch[125] Elapsed time 5.062 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.429705 INFO:root:Epoch[126] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=5.52] INFO:root:Epoch[126] Elapsed time 5.281 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.517681 INFO:root:Epoch[127] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.00it/s, avg_epoch_loss=5.45] INFO:root:Epoch[127] Elapsed time 5.558 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.449636 INFO:root:Loading parameters from best epoch (117) INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.41] INFO:root:Epoch[128] Elapsed time 5.056 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.406409 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.42] INFO:root:Epoch[129] Elapsed time 4.976 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.420410 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.5] INFO:root:Epoch[130] Elapsed time 4.976 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.499603 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.46] INFO:root:Epoch[131] Elapsed time 4.909 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.456062 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.43] INFO:root:Epoch[132] Elapsed time 5.045 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.428323 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.38] INFO:root:Epoch[133] Elapsed time 4.992 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.382218 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.47] INFO:root:Epoch[134] Elapsed time 5.118 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.470859 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.46] INFO:root:Epoch[135] Elapsed time 5.181 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.455032 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.45] INFO:root:Epoch[136] Elapsed time 5.139 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.451703 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.38] INFO:root:Epoch[137] Elapsed time 5.137 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.381518 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.46] INFO:root:Epoch[138] Elapsed time 5.132 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.460013 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.49] INFO:root:Epoch[139] Elapsed time 5.141 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.489386 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.39] INFO:root:Epoch[140] Elapsed time 5.014 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.392146 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.42] INFO:root:Epoch[141] Elapsed time 5.134 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.422246 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.41] INFO:root:Epoch[142] Elapsed time 5.047 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.414368 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.48] INFO:root:Epoch[143] Elapsed time 5.085 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.476344 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.42] INFO:root:Epoch[144] Elapsed time 5.089 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.419484 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.45] INFO:root:Epoch[145] Elapsed time 5.118 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.449746 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.42] INFO:root:Epoch[146] Elapsed time 5.074 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.420438 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.48] INFO:root:Epoch[147] Elapsed time 5.146 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.480797 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.4] INFO:root:Epoch[148] Elapsed time 5.012 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.401057 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=5.4] INFO:root:Epoch[149] Elapsed time 5.272 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.403991 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.4] INFO:root:Epoch[150] Elapsed time 5.093 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.404576 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=5.46] INFO:root:Epoch[151] Elapsed time 5.230 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.464515 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.43] INFO:root:Epoch[152] Elapsed time 5.080 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.425776 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.43] INFO:root:Epoch[153] Elapsed time 5.006 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.432549 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.41] INFO:root:Epoch[154] Elapsed time 4.997 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.412228 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.48] INFO:root:Epoch[155] Elapsed time 5.041 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.476546 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.43] INFO:root:Epoch[156] Elapsed time 4.951 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.431377 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.42] INFO:root:Epoch[157] Elapsed time 5.035 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.415814 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.38] INFO:root:Epoch[158] Elapsed time 5.074 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.381421 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.43] INFO:root:Epoch[159] Elapsed time 5.080 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.430329 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.47] INFO:root:Epoch[160] Elapsed time 4.962 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.469167 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.42] INFO:root:Epoch[161] Elapsed time 5.142 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.422463 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.40it/s, avg_epoch_loss=5.4] INFO:root:Epoch[162] Elapsed time 5.438 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.396624 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.42] INFO:root:Epoch[163] Elapsed time 5.244 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.415893 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.47] INFO:root:Epoch[164] Elapsed time 5.027 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.465071 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.43] INFO:root:Epoch[165] Elapsed time 4.936 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.426290 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.41] INFO:root:Epoch[166] Elapsed time 4.985 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.409241 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.41] INFO:root:Epoch[167] Elapsed time 4.921 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.414756 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.47] INFO:root:Epoch[168] Elapsed time 5.102 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.465460 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.44] INFO:root:Epoch[169] Elapsed time 5.025 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.440286 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.39] INFO:root:Epoch[170] Elapsed time 5.094 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.391752 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.41] INFO:root:Epoch[171] Elapsed time 5.007 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.409974 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.47] INFO:root:Epoch[172] Elapsed time 5.018 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.471317 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.4] INFO:root:Epoch[173] Elapsed time 5.104 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.404194 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.41] INFO:root:Epoch[174] Elapsed time 5.129 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.407247 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.4] INFO:root:Epoch[175] Elapsed time 5.086 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.397046 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.47] INFO:root:Epoch[176] Elapsed time 5.022 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.469490 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.39] INFO:root:Epoch[177] Elapsed time 4.946 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.394694 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.39] INFO:root:Epoch[178] Elapsed time 5.104 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.392461 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.4] INFO:root:Epoch[179] Elapsed time 5.028 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.403679 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.44] INFO:root:Epoch[180] Elapsed time 5.109 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.438531 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.4] INFO:root:Epoch[181] Elapsed time 4.883 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.402595 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.41] INFO:root:Epoch[182] Elapsed time 5.137 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.410885 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.4] INFO:root:Epoch[183] Elapsed time 5.044 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.398167 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.48] INFO:root:Epoch[184] Elapsed time 5.245 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.475102 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.42] INFO:root:Epoch[185] Elapsed time 5.105 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.423059 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.42] INFO:root:Epoch[186] Elapsed time 5.027 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.421465 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.37] INFO:root:Epoch[187] Elapsed time 5.183 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.367403 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.47] INFO:root:Epoch[188] Elapsed time 5.312 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.472511 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.45] INFO:root:Epoch[189] Elapsed time 5.121 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.447994 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.38] INFO:root:Epoch[190] Elapsed time 4.896 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.377776 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.42] INFO:root:Epoch[191] Elapsed time 5.196 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.420718 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.45] INFO:root:Epoch[192] Elapsed time 4.991 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.452246 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.49] INFO:root:Epoch[193] Elapsed time 5.124 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.490957 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.42] INFO:root:Epoch[194] Elapsed time 4.927 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.415583 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.4] INFO:root:Epoch[195] Elapsed time 5.214 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.400568 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.43] INFO:root:Epoch[196] Elapsed time 5.074 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.430125 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.48] INFO:root:Epoch[197] Elapsed time 5.128 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.477026 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=5.42] INFO:root:Epoch[198] Elapsed time 5.455 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.415612 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.39] INFO:root:Epoch[199] Elapsed time 5.071 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.393319 INFO:root:Loading parameters from best epoch (187) INFO:root:Final loss: 5.367403359413147 (occurred at epoch 187) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.44it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.363746 0.032274 42.120512 0.028155 0.013819 seed epochs num_batches 0 47 200 100 Seed: 48
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=7.32] INFO:root:Epoch[0] Elapsed time 4.831 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.315512 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.13it/s, avg_epoch_loss=6.51] INFO:root:Epoch[1] Elapsed time 5.518 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.508927 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.49] INFO:root:Epoch[2] Elapsed time 5.043 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.489106 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.36] INFO:root:Epoch[3] Elapsed time 4.987 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.355872 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.34] INFO:root:Epoch[4] Elapsed time 5.060 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.344730 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.17] INFO:root:Epoch[5] Elapsed time 4.968 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.173587 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.34] INFO:root:Epoch[6] Elapsed time 4.993 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.341113 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=6.12] INFO:root:Epoch[7] Elapsed time 4.830 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.119813 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.11] INFO:root:Epoch[8] Elapsed time 5.068 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.106671 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=6.14] INFO:root:Epoch[9] Elapsed time 5.273 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.143794 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.1] INFO:root:Epoch[10] Elapsed time 5.105 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.103299 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.02] INFO:root:Epoch[11] Elapsed time 4.999 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.015916 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.96] INFO:root:Epoch[12] Elapsed time 5.169 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.956588 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.99] INFO:root:Epoch[13] Elapsed time 5.093 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.985758 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.02] INFO:root:Epoch[14] Elapsed time 5.064 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.016257 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.01] INFO:root:Epoch[15] Elapsed time 5.017 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.009735 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.89] INFO:root:Epoch[16] Elapsed time 5.155 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.886878 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.82] INFO:root:Epoch[17] Elapsed time 5.017 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.819417 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.9] INFO:root:Epoch[18] Elapsed time 4.975 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.896672 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=5.86] INFO:root:Epoch[19] Elapsed time 5.272 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.859518 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.75] INFO:root:Epoch[20] Elapsed time 5.027 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.746545 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.73] INFO:root:Epoch[21] Elapsed time 5.144 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.729225 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.87] INFO:root:Epoch[22] Elapsed time 4.994 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.874482 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.81] INFO:root:Epoch[23] Elapsed time 4.973 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.812793 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.84] INFO:root:Epoch[24] Elapsed time 5.018 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.835462 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.7] INFO:root:Epoch[25] Elapsed time 5.201 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.704407 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.69] INFO:root:Epoch[26] Elapsed time 5.145 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.688556 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.75] INFO:root:Epoch[27] Elapsed time 5.109 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.754730 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.72] INFO:root:Epoch[28] Elapsed time 5.060 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.723795 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.68] INFO:root:Epoch[29] Elapsed time 5.077 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.680971 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.7] INFO:root:Epoch[30] Elapsed time 5.072 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.704636 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.71] INFO:root:Epoch[31] Elapsed time 5.071 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.708510 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.63] INFO:root:Epoch[32] Elapsed time 5.035 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.626168 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.63] INFO:root:Epoch[33] Elapsed time 5.043 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.634628 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.59] INFO:root:Epoch[34] Elapsed time 4.993 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.592664 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.73] INFO:root:Epoch[35] Elapsed time 4.958 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.733606 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=5.62] INFO:root:Epoch[36] Elapsed time 5.392 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.624113 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.63] INFO:root:Epoch[37] Elapsed time 4.969 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.625750 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.63] INFO:root:Epoch[38] Elapsed time 4.883 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.630708 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.59] INFO:root:Epoch[39] Elapsed time 5.119 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.594367 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.59] INFO:root:Epoch[40] Elapsed time 4.861 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.594264 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.56] INFO:root:Epoch[41] Elapsed time 5.170 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.564786 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.59] INFO:root:Epoch[42] Elapsed time 4.996 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.591109 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.63] INFO:root:Epoch[43] Elapsed time 5.076 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.625564 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.55] INFO:root:Epoch[44] Elapsed time 5.034 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.551321 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.55] INFO:root:Epoch[45] Elapsed time 5.045 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.545909 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.48] INFO:root:Epoch[46] Elapsed time 5.090 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.481947 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.61] INFO:root:Epoch[47] Elapsed time 5.207 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.607160 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.54] INFO:root:Epoch[48] Elapsed time 4.996 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.539474 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.53] INFO:root:Epoch[49] Elapsed time 5.153 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.534982 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.48] INFO:root:Epoch[50] Elapsed time 5.089 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.479580 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.57] INFO:root:Epoch[51] Elapsed time 5.067 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.568380 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.49] INFO:root:Epoch[52] Elapsed time 4.926 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.494884 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.51] INFO:root:Epoch[53] Elapsed time 5.183 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.507409 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.52] INFO:root:Epoch[54] Elapsed time 5.037 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.524291 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.57] INFO:root:Epoch[55] Elapsed time 4.930 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.566222 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.56] INFO:root:Epoch[56] Elapsed time 5.030 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.563761 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.48] INFO:root:Epoch[57] Elapsed time 4.914 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.481467 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=5.53] INFO:root:Epoch[58] Elapsed time 5.293 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.533633 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.49] INFO:root:Epoch[59] Elapsed time 5.039 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.493492 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.49] INFO:root:Epoch[60] Elapsed time 5.088 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.494520 INFO:root:Loading parameters from best epoch (50) INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.45] INFO:root:Epoch[61] Elapsed time 4.998 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.450583 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.46] INFO:root:Epoch[62] Elapsed time 5.105 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.456019 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.43] INFO:root:Epoch[63] Elapsed time 5.005 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.429698 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.5] INFO:root:Epoch[64] Elapsed time 5.253 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.497632 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.46] INFO:root:Epoch[65] Elapsed time 4.997 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.459336 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.45] INFO:root:Epoch[66] Elapsed time 5.168 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.449489 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.42] INFO:root:Epoch[67] Elapsed time 5.054 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.419747 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.45] INFO:root:Epoch[68] Elapsed time 5.044 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.453298 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.48] INFO:root:Epoch[69] Elapsed time 4.986 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.481405 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.42] INFO:root:Epoch[70] Elapsed time 5.184 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.422354 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=5.48] INFO:root:Epoch[71] Elapsed time 5.448 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.477912 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=5.46] INFO:root:Epoch[72] Elapsed time 5.407 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.460974 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.47] INFO:root:Epoch[73] Elapsed time 4.975 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.468309 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.44] INFO:root:Epoch[74] Elapsed time 5.096 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.437903 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.43] INFO:root:Epoch[75] Elapsed time 5.206 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.433098 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.48] INFO:root:Epoch[76] Elapsed time 5.003 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.479101 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.45] INFO:root:Epoch[77] Elapsed time 5.106 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.454463 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.46] INFO:root:Epoch[78] Elapsed time 5.145 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.456393 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.44] INFO:root:Epoch[79] Elapsed time 5.177 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.435423 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.52] INFO:root:Epoch[80] Elapsed time 5.130 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.516817 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.42] INFO:root:Epoch[81] Elapsed time 4.970 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.419892 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.43] INFO:root:Epoch[82] Elapsed time 5.118 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.429972 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.41] INFO:root:Epoch[83] Elapsed time 4.927 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.414821 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.48] INFO:root:Epoch[84] Elapsed time 4.993 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.478157 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.47] INFO:root:Epoch[85] Elapsed time 5.078 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.465303 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.43] INFO:root:Epoch[86] Elapsed time 5.318 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.425515 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.4] INFO:root:Epoch[87] Elapsed time 5.106 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.395568 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.52] INFO:root:Epoch[88] Elapsed time 4.948 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.522076 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.44] INFO:root:Epoch[89] Elapsed time 4.999 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.442045 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.36] INFO:root:Epoch[90] Elapsed time 5.222 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.363628 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.43] INFO:root:Epoch[91] Elapsed time 5.043 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.430243 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.52] INFO:root:Epoch[92] Elapsed time 5.128 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.517769 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.42] INFO:root:Epoch[93] Elapsed time 5.066 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.424155 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.38] INFO:root:Epoch[94] Elapsed time 5.170 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.381910 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.41] INFO:root:Epoch[95] Elapsed time 5.143 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.407845 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.44] INFO:root:Epoch[96] Elapsed time 5.087 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.440927 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.44] INFO:root:Epoch[97] Elapsed time 4.960 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.436802 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.41] INFO:root:Epoch[98] Elapsed time 4.962 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.407069 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.4] INFO:root:Epoch[99] Elapsed time 5.099 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.396225 INFO:root:Epoch[100] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.46] INFO:root:Epoch[100] Elapsed time 4.942 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.458972 INFO:root:Loading parameters from best epoch (90) INFO:root:Epoch[101] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.47] INFO:root:Epoch[101] Elapsed time 5.009 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.466382 INFO:root:Epoch[102] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.4] INFO:root:Epoch[102] Elapsed time 4.980 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.398927 INFO:root:Epoch[103] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.36] INFO:root:Epoch[103] Elapsed time 4.986 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.362083 INFO:root:Epoch[104] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.45] INFO:root:Epoch[104] Elapsed time 4.938 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.453821 INFO:root:Epoch[105] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.45] INFO:root:Epoch[105] Elapsed time 4.931 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.450727 INFO:root:Epoch[106] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.39] INFO:root:Epoch[106] Elapsed time 5.010 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.388802 INFO:root:Epoch[107] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 17.61it/s, avg_epoch_loss=5.39] INFO:root:Epoch[107] Elapsed time 5.681 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.391382 INFO:root:Epoch[108] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.44] INFO:root:Epoch[108] Elapsed time 5.275 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.440241 INFO:root:Epoch[109] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.49] INFO:root:Epoch[109] Elapsed time 5.145 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.485108 INFO:root:Epoch[110] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.39] INFO:root:Epoch[110] Elapsed time 5.063 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.389972 INFO:root:Epoch[111] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.42] INFO:root:Epoch[111] Elapsed time 5.175 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.418424 INFO:root:Epoch[112] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.4] INFO:root:Epoch[112] Elapsed time 5.008 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.398566 INFO:root:Epoch[113] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.47] INFO:root:Epoch[113] Elapsed time 5.167 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.465762 INFO:root:Loading parameters from best epoch (103) INFO:root:Epoch[114] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.41] INFO:root:Epoch[114] Elapsed time 4.912 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.407328 INFO:root:Epoch[115] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.4] INFO:root:Epoch[115] Elapsed time 5.161 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.404961 INFO:root:Epoch[116] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.36] INFO:root:Epoch[116] Elapsed time 5.032 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.361066 INFO:root:Epoch[117] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.47] INFO:root:Epoch[117] Elapsed time 5.040 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.473109 INFO:root:Epoch[118] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.43] INFO:root:Epoch[118] Elapsed time 4.969 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.431155 INFO:root:Epoch[119] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.35] INFO:root:Epoch[119] Elapsed time 4.931 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.351011 INFO:root:Epoch[120] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.4] INFO:root:Epoch[120] Elapsed time 4.987 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.400679 INFO:root:Epoch[121] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.46] INFO:root:Epoch[121] Elapsed time 5.047 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.459901 INFO:root:Epoch[122] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.44] INFO:root:Epoch[122] Elapsed time 5.083 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.437144 INFO:root:Epoch[123] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.4] INFO:root:Epoch[123] Elapsed time 4.940 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.404801 INFO:root:Epoch[124] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.41] INFO:root:Epoch[124] Elapsed time 5.074 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.409455 INFO:root:Epoch[125] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.4] INFO:root:Epoch[125] Elapsed time 4.937 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.398466 INFO:root:Epoch[126] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.48] INFO:root:Epoch[126] Elapsed time 5.096 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.479757 INFO:root:Epoch[127] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.43] INFO:root:Epoch[127] Elapsed time 4.943 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.428793 INFO:root:Epoch[128] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=5.42] INFO:root:Epoch[128] Elapsed time 5.267 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.415583 INFO:root:Epoch[129] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.42] INFO:root:Epoch[129] Elapsed time 5.107 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.419965 INFO:root:Loading parameters from best epoch (119) INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.5] INFO:root:Epoch[130] Elapsed time 5.093 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.498066 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.42] INFO:root:Epoch[131] Elapsed time 5.099 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.416264 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.41] INFO:root:Epoch[132] Elapsed time 5.084 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.414003 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.37] INFO:root:Epoch[133] Elapsed time 5.058 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.366411 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.48] INFO:root:Epoch[134] Elapsed time 5.148 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.476972 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.42] INFO:root:Epoch[135] Elapsed time 4.889 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.424273 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.38] INFO:root:Epoch[136] Elapsed time 5.066 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.384432 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.41] INFO:root:Epoch[137] Elapsed time 5.067 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.413152 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.46] INFO:root:Epoch[138] Elapsed time 5.159 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.464948 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.43] INFO:root:Epoch[139] Elapsed time 5.114 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.433304 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.43] INFO:root:Epoch[140] Elapsed time 5.098 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.433913 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.36] INFO:root:Epoch[141] Elapsed time 5.079 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.360585 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.72it/s, avg_epoch_loss=5.49] INFO:root:Epoch[142] Elapsed time 5.649 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.492617 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.42] INFO:root:Epoch[143] Elapsed time 5.012 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.420665 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.4] INFO:root:Epoch[144] Elapsed time 5.096 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.399880 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.37] INFO:root:Epoch[145] Elapsed time 4.964 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.371604 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.44] INFO:root:Epoch[146] Elapsed time 4.981 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.444304 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.43] INFO:root:Epoch[147] Elapsed time 4.898 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.431917 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.42] INFO:root:Epoch[148] Elapsed time 5.015 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.416187 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.36] INFO:root:Epoch[149] Elapsed time 4.977 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.355286 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.44] INFO:root:Epoch[150] Elapsed time 5.102 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.440920 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.43] INFO:root:Epoch[151] Elapsed time 4.944 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.431879 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.39] INFO:root:Epoch[152] Elapsed time 5.187 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.392120 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.41] INFO:root:Epoch[153] Elapsed time 5.165 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.411086 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.41] INFO:root:Epoch[154] Elapsed time 5.101 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.405639 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.43] INFO:root:Epoch[155] Elapsed time 5.141 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.431785 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.41] INFO:root:Epoch[156] Elapsed time 5.005 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.405249 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.39] INFO:root:Epoch[157] Elapsed time 4.991 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.386877 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.43] INFO:root:Epoch[158] Elapsed time 5.024 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.428145 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.44] INFO:root:Epoch[159] Elapsed time 5.118 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.440540 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.42] INFO:root:Epoch[160] Elapsed time 4.884 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.418822 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.42] INFO:root:Epoch[161] Elapsed time 5.171 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.415923 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.42] INFO:root:Epoch[162] Elapsed time 5.020 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.417641 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.46] INFO:root:Epoch[163] Elapsed time 5.120 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.457796 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.43] INFO:root:Epoch[164] Elapsed time 4.988 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.430360 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.39] INFO:root:Epoch[165] Elapsed time 5.259 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.385444 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.39] INFO:root:Epoch[166] Elapsed time 5.177 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.387109 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.42] INFO:root:Epoch[167] Elapsed time 5.176 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.415709 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.4] INFO:root:Epoch[168] Elapsed time 5.014 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.398661 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.4] INFO:root:Epoch[169] Elapsed time 5.249 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.397041 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.37] INFO:root:Epoch[170] Elapsed time 5.024 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.369918 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.45] INFO:root:Epoch[171] Elapsed time 5.017 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.453949 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.42] INFO:root:Epoch[172] Elapsed time 5.066 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.422542 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43] INFO:root:Epoch[173] Elapsed time 5.048 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.433508 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.37] INFO:root:Epoch[174] Elapsed time 4.978 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.373403 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.46] INFO:root:Epoch[175] Elapsed time 4.996 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.463272 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.41] INFO:root:Epoch[176] Elapsed time 4.969 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.410331 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.43] INFO:root:Epoch[177] Elapsed time 5.133 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.430244 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.13it/s, avg_epoch_loss=5.38] INFO:root:Epoch[178] Elapsed time 5.521 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.379019 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.45] INFO:root:Epoch[179] Elapsed time 4.996 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.449022 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.42] INFO:root:Epoch[180] Elapsed time 5.176 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.415518 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.39] INFO:root:Epoch[181] Elapsed time 5.154 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.391758 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.36] INFO:root:Epoch[182] Elapsed time 4.972 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.360426 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.48] INFO:root:Epoch[183] Elapsed time 5.177 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.476056 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.43] INFO:root:Epoch[184] Elapsed time 4.910 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.425207 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.39] INFO:root:Epoch[185] Elapsed time 5.053 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.391568 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.37] INFO:root:Epoch[186] Elapsed time 5.100 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.365379 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.49] INFO:root:Epoch[187] Elapsed time 4.870 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.489912 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.41] INFO:root:Epoch[188] Elapsed time 5.147 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.406940 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.41] INFO:root:Epoch[189] Elapsed time 5.047 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.407029 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.37] INFO:root:Epoch[190] Elapsed time 5.001 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.367786 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.44] INFO:root:Epoch[191] Elapsed time 5.007 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.437439 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.42] INFO:root:Epoch[192] Elapsed time 5.002 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.422084 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.38] INFO:root:Epoch[193] Elapsed time 4.991 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.384199 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.39] INFO:root:Epoch[194] Elapsed time 5.145 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.394008 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.41] INFO:root:Epoch[195] Elapsed time 5.092 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.410233 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.43] INFO:root:Epoch[196] Elapsed time 5.110 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.431624 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.4] INFO:root:Epoch[197] Elapsed time 5.032 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.396566 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.39] INFO:root:Epoch[198] Elapsed time 5.097 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.388464 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.39] INFO:root:Epoch[199] Elapsed time 5.007 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.387579 INFO:root:Loading parameters from best epoch (119) INFO:root:Final loss: 5.351010575294494 (occurred at epoch 119) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:48<00:00, 25.15it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.430122 0.032202 42.402264 0.028536 0.013681 seed epochs num_batches 0 48 200 100 Seed: 49
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 21.21it/s, avg_epoch_loss=7.15] INFO:root:Epoch[0] Elapsed time 4.717 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.152857 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.54] INFO:root:Epoch[1] Elapsed time 5.122 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.538895 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.46] INFO:root:Epoch[2] Elapsed time 5.225 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.456689 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.34] INFO:root:Epoch[3] Elapsed time 5.085 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.342433 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.31] INFO:root:Epoch[4] Elapsed time 5.131 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.309174 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.26] INFO:root:Epoch[5] Elapsed time 5.013 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.258196 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.28] INFO:root:Epoch[6] Elapsed time 5.051 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.275175 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.16] INFO:root:Epoch[7] Elapsed time 4.927 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.162684 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.05] INFO:root:Epoch[8] Elapsed time 5.134 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.054666 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.05] INFO:root:Epoch[9] Elapsed time 4.897 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.045091 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.09] INFO:root:Epoch[10] Elapsed time 5.124 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.091512 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.94] INFO:root:Epoch[11] Elapsed time 4.945 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.939083 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.94] INFO:root:Epoch[12] Elapsed time 5.126 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.937176 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6] INFO:root:Epoch[13] Elapsed time 5.278 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.998662 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=5.97] INFO:root:Epoch[14] Elapsed time 5.289 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.965586 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=5.84] INFO:root:Epoch[15] Elapsed time 5.319 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.840311 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=5.86] INFO:root:Epoch[16] Elapsed time 5.425 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.859875 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.81] INFO:root:Epoch[17] Elapsed time 5.118 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.808780 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.96] INFO:root:Epoch[18] Elapsed time 5.026 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.961564 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.79] INFO:root:Epoch[19] Elapsed time 4.923 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.792126 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.78] INFO:root:Epoch[20] Elapsed time 5.108 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.777128 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.71] INFO:root:Epoch[21] Elapsed time 5.089 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.707173 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.82] INFO:root:Epoch[22] Elapsed time 4.995 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.824678 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.72] INFO:root:Epoch[23] Elapsed time 4.969 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.724280 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.69] INFO:root:Epoch[24] Elapsed time 5.196 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.686631 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=5.63] INFO:root:Epoch[25] Elapsed time 5.295 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.629978 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.67] INFO:root:Epoch[26] Elapsed time 5.096 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.665104 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.75] INFO:root:Epoch[27] Elapsed time 5.146 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.754773 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.68] INFO:root:Epoch[28] Elapsed time 5.064 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.678662 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.65] INFO:root:Epoch[29] Elapsed time 5.260 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.649870 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.67] INFO:root:Epoch[30] Elapsed time 4.980 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.666871 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=5.69] INFO:root:Epoch[31] Elapsed time 5.265 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.685297 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.62] INFO:root:Epoch[32] Elapsed time 4.895 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.620828 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.6] INFO:root:Epoch[33] Elapsed time 5.097 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.595372 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.63] INFO:root:Epoch[34] Elapsed time 4.971 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.632932 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.64] INFO:root:Epoch[35] Elapsed time 5.031 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.642539 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.62] INFO:root:Epoch[36] Elapsed time 5.007 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.619529 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.62] INFO:root:Epoch[37] Elapsed time 5.124 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.622880 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.68] INFO:root:Epoch[38] Elapsed time 5.160 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.676320 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.66] INFO:root:Epoch[39] Elapsed time 5.104 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.662803 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.55] INFO:root:Epoch[40] Elapsed time 5.022 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.554064 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.59] INFO:root:Epoch[41] Elapsed time 5.035 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.588985 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.64] INFO:root:Epoch[42] Elapsed time 5.097 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.635023 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=5.63] INFO:root:Epoch[43] Elapsed time 5.257 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.632975 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.53] INFO:root:Epoch[44] Elapsed time 5.069 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.533052 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=5.51] INFO:root:Epoch[45] Elapsed time 5.264 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.512436 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.5] INFO:root:Epoch[46] Elapsed time 5.096 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.501261 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.58] INFO:root:Epoch[47] Elapsed time 5.124 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.576600 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.58] INFO:root:Epoch[48] Elapsed time 5.105 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.576826 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.51] INFO:root:Epoch[49] Elapsed time 4.978 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.505254 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.48] INFO:root:Epoch[50] Elapsed time 5.163 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.484861 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.98it/s, avg_epoch_loss=5.52] INFO:root:Epoch[51] Elapsed time 5.563 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.520977 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.53] INFO:root:Epoch[52] Elapsed time 5.040 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.526824 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.52] INFO:root:Epoch[53] Elapsed time 4.954 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.524989 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.46] INFO:root:Epoch[54] Elapsed time 5.038 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.461046 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.51] INFO:root:Epoch[55] Elapsed time 4.973 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.512891 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.57] INFO:root:Epoch[56] Elapsed time 5.118 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.572928 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.47] INFO:root:Epoch[57] Elapsed time 4.956 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.465877 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.47] INFO:root:Epoch[58] Elapsed time 4.998 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.469033 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.43] INFO:root:Epoch[59] Elapsed time 5.121 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.434025 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.55] INFO:root:Epoch[60] Elapsed time 5.151 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.551944 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.54] INFO:root:Epoch[61] Elapsed time 5.108 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.544662 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.54] INFO:root:Epoch[62] Elapsed time 5.234 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.541996 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.43] INFO:root:Epoch[63] Elapsed time 5.018 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.425020 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.53] INFO:root:Epoch[64] Elapsed time 5.126 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.528965 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.43] INFO:root:Epoch[65] Elapsed time 5.011 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.431527 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.45] INFO:root:Epoch[66] Elapsed time 5.034 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.453193 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.46] INFO:root:Epoch[67] Elapsed time 5.164 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.455788 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.53] INFO:root:Epoch[68] Elapsed time 5.235 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.531124 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.49] INFO:root:Epoch[69] Elapsed time 4.969 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.486729 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=5.46] INFO:root:Epoch[70] Elapsed time 5.284 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.461893 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.42] INFO:root:Epoch[71] Elapsed time 5.228 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.418115 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.52] INFO:root:Epoch[72] Elapsed time 5.109 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.519964 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.48] INFO:root:Epoch[73] Elapsed time 5.140 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.477545 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.44] INFO:root:Epoch[74] Elapsed time 5.051 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.439072 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.43] INFO:root:Epoch[75] Elapsed time 5.023 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.427155 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.46] INFO:root:Epoch[76] Elapsed time 5.083 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.460842 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.48] INFO:root:Epoch[77] Elapsed time 5.134 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.483796 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.45] INFO:root:Epoch[78] Elapsed time 5.003 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.445679 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.41] INFO:root:Epoch[79] Elapsed time 5.085 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.406935 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.42] INFO:root:Epoch[80] Elapsed time 5.116 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.424409 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.48] INFO:root:Epoch[81] Elapsed time 5.108 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.483785 INFO:root:Epoch[82] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.42] INFO:root:Epoch[82] Elapsed time 4.867 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.423612 INFO:root:Epoch[83] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.4] INFO:root:Epoch[83] Elapsed time 5.016 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.400056 INFO:root:Epoch[84] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.46] INFO:root:Epoch[84] Elapsed time 5.173 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.458207 INFO:root:Epoch[85] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.46] INFO:root:Epoch[85] Elapsed time 5.137 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.457684 INFO:root:Epoch[86] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.99it/s, avg_epoch_loss=5.43] INFO:root:Epoch[86] Elapsed time 5.564 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.429298 INFO:root:Epoch[87] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.43] INFO:root:Epoch[87] Elapsed time 4.999 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.430827 INFO:root:Epoch[88] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.48] INFO:root:Epoch[88] Elapsed time 4.919 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.476188 INFO:root:Epoch[89] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.51] INFO:root:Epoch[89] Elapsed time 5.030 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.509439 INFO:root:Epoch[90] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.41] INFO:root:Epoch[90] Elapsed time 4.988 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.413861 INFO:root:Epoch[91] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.46] INFO:root:Epoch[91] Elapsed time 5.043 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.457502 INFO:root:Epoch[92] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.44] INFO:root:Epoch[92] Elapsed time 5.086 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.440429 INFO:root:Epoch[93] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.49] INFO:root:Epoch[93] Elapsed time 5.060 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.489332 INFO:root:Loading parameters from best epoch (83) INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.38] INFO:root:Epoch[94] Elapsed time 4.919 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.381828 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.41] INFO:root:Epoch[95] Elapsed time 4.996 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.409083 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.38] INFO:root:Epoch[96] Elapsed time 4.992 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.383732 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.45] INFO:root:Epoch[97] Elapsed time 5.253 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.449015 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.4] INFO:root:Epoch[98] Elapsed time 5.116 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.399334 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.41] INFO:root:Epoch[99] Elapsed time 5.125 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.410448 INFO:root:Epoch[100] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.4] INFO:root:Epoch[100] Elapsed time 5.021 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.404559 INFO:root:Epoch[101] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.44] INFO:root:Epoch[101] Elapsed time 5.144 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.441682 INFO:root:Epoch[102] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.42] INFO:root:Epoch[102] Elapsed time 4.994 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.423166 INFO:root:Epoch[103] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=5.38] INFO:root:Epoch[103] Elapsed time 5.407 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.381564 INFO:root:Epoch[104] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.36] INFO:root:Epoch[104] Elapsed time 5.169 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.358058 INFO:root:Epoch[105] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.47] INFO:root:Epoch[105] Elapsed time 5.147 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.474757 INFO:root:Epoch[106] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.41] INFO:root:Epoch[106] Elapsed time 5.089 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.409756 INFO:root:Epoch[107] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.39] INFO:root:Epoch[107] Elapsed time 5.021 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.391324 INFO:root:Epoch[108] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.38] INFO:root:Epoch[108] Elapsed time 5.014 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.377767 INFO:root:Epoch[109] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.43] INFO:root:Epoch[109] Elapsed time 4.994 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.427984 INFO:root:Epoch[110] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.41] INFO:root:Epoch[110] Elapsed time 5.148 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.409733 INFO:root:Epoch[111] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.45] INFO:root:Epoch[111] Elapsed time 4.996 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.446420 INFO:root:Epoch[112] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.32] INFO:root:Epoch[112] Elapsed time 5.069 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.324484 INFO:root:Epoch[113] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.46] INFO:root:Epoch[113] Elapsed time 5.048 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.457195 INFO:root:Epoch[114] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.44] INFO:root:Epoch[114] Elapsed time 5.028 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.436423 INFO:root:Epoch[115] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.41] INFO:root:Epoch[115] Elapsed time 5.063 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.406419 INFO:root:Epoch[116] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.37] INFO:root:Epoch[116] Elapsed time 5.206 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.366678 INFO:root:Epoch[117] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.42] INFO:root:Epoch[117] Elapsed time 5.211 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.423683 INFO:root:Epoch[118] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.44] INFO:root:Epoch[118] Elapsed time 5.198 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.436409 INFO:root:Epoch[119] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.4] INFO:root:Epoch[119] Elapsed time 5.062 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.396166 INFO:root:Epoch[120] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.34] INFO:root:Epoch[120] Elapsed time 5.121 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.337167 INFO:root:Epoch[121] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.47it/s, avg_epoch_loss=5.41] INFO:root:Epoch[121] Elapsed time 5.725 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.405120 INFO:root:Epoch[122] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.48] INFO:root:Epoch[122] Elapsed time 5.032 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.479371 INFO:root:Loading parameters from best epoch (112) INFO:root:Epoch[123] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.38] INFO:root:Epoch[123] Elapsed time 4.965 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.375287 INFO:root:Epoch[124] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.41] INFO:root:Epoch[124] Elapsed time 5.238 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.406369 INFO:root:Epoch[125] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.39] INFO:root:Epoch[125] Elapsed time 5.201 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.391078 INFO:root:Epoch[126] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.42] INFO:root:Epoch[126] Elapsed time 5.083 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.419494 INFO:root:Epoch[127] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.42] INFO:root:Epoch[127] Elapsed time 5.069 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.421712 INFO:root:Epoch[128] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.37] INFO:root:Epoch[128] Elapsed time 5.118 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.369537 INFO:root:Epoch[129] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.38] INFO:root:Epoch[129] Elapsed time 5.202 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.379026 INFO:root:Epoch[130] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.45] INFO:root:Epoch[130] Elapsed time 5.047 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.448623 INFO:root:Epoch[131] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.36] INFO:root:Epoch[131] Elapsed time 4.983 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.361998 INFO:root:Epoch[132] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.37] INFO:root:Epoch[132] Elapsed time 5.094 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.371903 INFO:root:Loading parameters from best epoch (112) INFO:root:Epoch[133] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.39] INFO:root:Epoch[133] Elapsed time 5.070 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.394649 INFO:root:Epoch[134] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.44] INFO:root:Epoch[134] Elapsed time 5.133 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.441057 INFO:root:Epoch[135] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.38] INFO:root:Epoch[135] Elapsed time 4.975 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.375826 INFO:root:Epoch[136] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=5.37] INFO:root:Epoch[136] Elapsed time 5.308 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.371263 INFO:root:Epoch[137] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.38] INFO:root:Epoch[137] Elapsed time 5.055 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.380184 INFO:root:Epoch[138] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.43] INFO:root:Epoch[138] Elapsed time 5.150 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.430027 INFO:root:Epoch[139] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.4] INFO:root:Epoch[139] Elapsed time 4.865 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.395393 INFO:root:Epoch[140] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.35] INFO:root:Epoch[140] Elapsed time 5.010 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.345545 INFO:root:Epoch[141] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.37] INFO:root:Epoch[141] Elapsed time 4.960 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.366679 INFO:root:Epoch[142] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.46] INFO:root:Epoch[142] Elapsed time 5.126 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.456246 INFO:root:Loading parameters from best epoch (112) INFO:root:Epoch[143] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.4] INFO:root:Epoch[143] Elapsed time 4.947 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.402912 INFO:root:Epoch[144] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.36] INFO:root:Epoch[144] Elapsed time 5.116 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.357550 INFO:root:Epoch[145] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.36] INFO:root:Epoch[145] Elapsed time 5.081 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.363796 INFO:root:Epoch[146] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.43] INFO:root:Epoch[146] Elapsed time 5.192 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.428818 INFO:root:Epoch[147] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.39] INFO:root:Epoch[147] Elapsed time 5.003 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.391319 INFO:root:Epoch[148] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.35] INFO:root:Epoch[148] Elapsed time 5.235 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.348248 INFO:root:Epoch[149] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.35] INFO:root:Epoch[149] Elapsed time 5.198 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.347164 INFO:root:Epoch[150] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.44] INFO:root:Epoch[150] Elapsed time 5.131 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.435158 INFO:root:Epoch[151] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.39] INFO:root:Epoch[151] Elapsed time 5.095 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.391749 INFO:root:Epoch[152] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.36] INFO:root:Epoch[152] Elapsed time 4.982 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.358016 INFO:root:Loading parameters from best epoch (112) INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.33] INFO:root:Epoch[153] Elapsed time 5.023 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.334297 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.39] INFO:root:Epoch[154] Elapsed time 4.940 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.387769 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.42] INFO:root:Epoch[155] Elapsed time 5.122 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.419776 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.39] INFO:root:Epoch[156] Elapsed time 5.219 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.387321 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.08it/s, avg_epoch_loss=5.38] INFO:root:Epoch[157] Elapsed time 5.533 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.378908 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.38] INFO:root:Epoch[158] Elapsed time 4.983 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.382691 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.43] INFO:root:Epoch[159] Elapsed time 5.112 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.426041 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.36] INFO:root:Epoch[160] Elapsed time 4.888 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.363851 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.4] INFO:root:Epoch[161] Elapsed time 5.164 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.402161 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.37] INFO:root:Epoch[162] Elapsed time 5.013 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.369234 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=5.43] INFO:root:Epoch[163] Elapsed time 5.257 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.433765 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.36] INFO:root:Epoch[164] Elapsed time 5.064 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.362337 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.36] INFO:root:Epoch[165] Elapsed time 5.200 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.356928 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=5.35] INFO:root:Epoch[166] Elapsed time 5.242 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.345235 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.41] INFO:root:Epoch[167] Elapsed time 5.157 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.407020 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.39] INFO:root:Epoch[168] Elapsed time 5.081 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.389559 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.38] INFO:root:Epoch[169] Elapsed time 5.004 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.383400 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.35] INFO:root:Epoch[170] Elapsed time 5.130 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.354607 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.36] INFO:root:Epoch[171] Elapsed time 5.074 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.363644 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.43] INFO:root:Epoch[172] Elapsed time 5.149 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.430228 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.41] INFO:root:Epoch[173] Elapsed time 4.964 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.406471 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.35] INFO:root:Epoch[174] Elapsed time 5.191 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.348002 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.41] INFO:root:Epoch[175] Elapsed time 5.026 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.405615 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.4] INFO:root:Epoch[176] Elapsed time 5.089 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.400273 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.38] INFO:root:Epoch[177] Elapsed time 5.065 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.383777 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.37] INFO:root:Epoch[178] Elapsed time 5.067 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.371317 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.39] INFO:root:Epoch[179] Elapsed time 5.066 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.391711 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.43] INFO:root:Epoch[180] Elapsed time 4.984 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.430573 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.37] INFO:root:Epoch[181] Elapsed time 4.914 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.370111 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.34] INFO:root:Epoch[182] Elapsed time 5.160 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.336150 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.4] INFO:root:Epoch[183] Elapsed time 5.009 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.396121 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.43] INFO:root:Epoch[184] Elapsed time 5.136 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.425807 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.37] INFO:root:Epoch[185] Elapsed time 5.201 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.371040 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.37] INFO:root:Epoch[186] Elapsed time 5.053 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.373692 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.32] INFO:root:Epoch[187] Elapsed time 5.012 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.322106 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.42] INFO:root:Epoch[188] Elapsed time 5.140 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.420557 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.38] INFO:root:Epoch[189] Elapsed time 5.042 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.378247 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.36] INFO:root:Epoch[190] Elapsed time 5.217 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.363148 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.34] INFO:root:Epoch[191] Elapsed time 5.153 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.344426 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.77it/s, avg_epoch_loss=5.43] INFO:root:Epoch[192] Elapsed time 5.628 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.434774 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.39] INFO:root:Epoch[193] Elapsed time 5.076 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.392002 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.37] INFO:root:Epoch[194] Elapsed time 5.210 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.370371 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.35] INFO:root:Epoch[195] Elapsed time 5.085 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.345486 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.43] INFO:root:Epoch[196] Elapsed time 5.067 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.431106 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.4] INFO:root:Epoch[197] Elapsed time 5.085 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.397866 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.33] INFO:root:Epoch[198] Elapsed time 5.167 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.326374 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.32] INFO:root:Epoch[199] Elapsed time 5.090 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.321892 INFO:root:Loading parameters from best epoch (199) INFO:root:Final loss: 5.321891770362854 (occurred at epoch 199) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.20it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 3.439947 0.03214 40.831831 0.028318 0.012966 49 epochs num_batches 0 200 100 Seed: 50
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 21.19it/s, avg_epoch_loss=7.41] INFO:root:Epoch[0] Elapsed time 4.721 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.412522 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.55] INFO:root:Epoch[1] Elapsed time 5.070 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.545913 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.49] INFO:root:Epoch[2] Elapsed time 5.335 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.488928 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.36] INFO:root:Epoch[3] Elapsed time 5.012 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.364336 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.31] INFO:root:Epoch[4] Elapsed time 5.052 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.307986 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.25] INFO:root:Epoch[5] Elapsed time 5.024 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.245765 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.19] INFO:root:Epoch[6] Elapsed time 4.988 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.186355 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.12] INFO:root:Epoch[7] Elapsed time 4.937 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.115661 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.08] INFO:root:Epoch[8] Elapsed time 5.112 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.076284 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.06] INFO:root:Epoch[9] Elapsed time 5.077 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.056800 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.06] INFO:root:Epoch[10] Elapsed time 5.087 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.061346 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.93] INFO:root:Epoch[11] Elapsed time 5.020 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.927075 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=5.9] INFO:root:Epoch[12] Elapsed time 5.291 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.898265 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.91] INFO:root:Epoch[13] Elapsed time 5.187 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.914366 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.9] INFO:root:Epoch[14] Elapsed time 4.994 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.903032 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.86] INFO:root:Epoch[15] Elapsed time 4.997 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.863926 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.82] INFO:root:Epoch[16] Elapsed time 5.151 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.824407 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.92] INFO:root:Epoch[17] Elapsed time 5.138 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.916580 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.82] INFO:root:Epoch[18] Elapsed time 4.948 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.819505 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.84] INFO:root:Epoch[19] Elapsed time 5.223 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.842105 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=5.77] INFO:root:Epoch[20] Elapsed time 5.263 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.767393 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=5.78] INFO:root:Epoch[21] Elapsed time 5.297 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.784711 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.7] INFO:root:Epoch[22] Elapsed time 5.111 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.696977 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.84] INFO:root:Epoch[23] Elapsed time 5.202 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.836278 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.73] INFO:root:Epoch[24] Elapsed time 5.038 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.726454 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.73] INFO:root:Epoch[25] Elapsed time 5.159 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.725795 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.64] INFO:root:Epoch[26] Elapsed time 4.966 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.644720 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.72] INFO:root:Epoch[27] Elapsed time 5.034 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.717873 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.62] INFO:root:Epoch[28] Elapsed time 4.960 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.621133 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.26it/s, avg_epoch_loss=5.65] INFO:root:Epoch[29] Elapsed time 5.477 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.646971 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=5.65] INFO:root:Epoch[30] Elapsed time 5.395 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.646638 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.68] INFO:root:Epoch[31] Elapsed time 4.966 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.681858 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.61] INFO:root:Epoch[32] Elapsed time 5.039 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.611339 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.59] INFO:root:Epoch[33] Elapsed time 4.987 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.585545 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.56] INFO:root:Epoch[34] Elapsed time 5.013 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.564824 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.61] INFO:root:Epoch[35] Elapsed time 5.069 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.605319 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.62] INFO:root:Epoch[36] Elapsed time 5.014 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.622167 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.55] INFO:root:Epoch[37] Elapsed time 5.005 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.546698 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.58] INFO:root:Epoch[38] Elapsed time 4.946 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.583882 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.6] INFO:root:Epoch[39] Elapsed time 5.219 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.603402 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.55] INFO:root:Epoch[40] Elapsed time 5.159 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.547070 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.53] INFO:root:Epoch[41] Elapsed time 5.162 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.532693 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.54] INFO:root:Epoch[42] Elapsed time 5.003 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.537311 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.62] INFO:root:Epoch[43] Elapsed time 5.082 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.615359 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.55] INFO:root:Epoch[44] Elapsed time 5.067 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.553834 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.54] INFO:root:Epoch[45] Elapsed time 5.091 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.543777 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.49] INFO:root:Epoch[46] Elapsed time 4.987 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.493328 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.6] INFO:root:Epoch[47] Elapsed time 5.043 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.599787 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.47] INFO:root:Epoch[48] Elapsed time 5.219 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.468368 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.52] INFO:root:Epoch[49] Elapsed time 5.021 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.515324 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.46] INFO:root:Epoch[50] Elapsed time 5.107 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.461028 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.53] INFO:root:Epoch[51] Elapsed time 5.030 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.530607 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.56] INFO:root:Epoch[52] Elapsed time 5.122 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.557541 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.45] INFO:root:Epoch[53] Elapsed time 5.124 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.452346 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.44] INFO:root:Epoch[54] Elapsed time 5.072 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.436015 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.47] INFO:root:Epoch[55] Elapsed time 5.095 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.465923 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.57] INFO:root:Epoch[56] Elapsed time 5.019 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.572894 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.5] INFO:root:Epoch[57] Elapsed time 4.994 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.497714 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.43] INFO:root:Epoch[58] Elapsed time 5.158 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.433984 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.51] INFO:root:Epoch[59] Elapsed time 5.117 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.508618 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.5] INFO:root:Epoch[60] Elapsed time 5.208 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.497539 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.49] INFO:root:Epoch[61] Elapsed time 5.066 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.487652 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.52] INFO:root:Epoch[62] Elapsed time 5.178 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.523998 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.49] INFO:root:Epoch[63] Elapsed time 5.125 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.487884 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.51] INFO:root:Epoch[64] Elapsed time 5.065 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.514029 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.96it/s, avg_epoch_loss=5.46] INFO:root:Epoch[65] Elapsed time 5.570 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.464906 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.47] INFO:root:Epoch[66] Elapsed time 5.126 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.466464 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.44] INFO:root:Epoch[67] Elapsed time 4.922 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.440286 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.54] INFO:root:Epoch[68] Elapsed time 4.997 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.540204 INFO:root:Loading parameters from best epoch (58) INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.43] INFO:root:Epoch[69] Elapsed time 5.034 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.427989 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.44] INFO:root:Epoch[70] Elapsed time 5.176 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.436387 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.42] INFO:root:Epoch[71] Elapsed time 5.097 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.415646 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.48] INFO:root:Epoch[72] Elapsed time 5.103 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.477923 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.45] INFO:root:Epoch[73] Elapsed time 5.015 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.453182 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.41] INFO:root:Epoch[74] Elapsed time 4.998 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.414473 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.41] INFO:root:Epoch[75] Elapsed time 5.083 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.411675 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.5] INFO:root:Epoch[76] Elapsed time 4.981 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.496363 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.47] INFO:root:Epoch[77] Elapsed time 4.864 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.469821 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.42] INFO:root:Epoch[78] Elapsed time 5.058 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.417134 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.38] INFO:root:Epoch[79] Elapsed time 5.097 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.383310 INFO:root:Epoch[80] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.5] INFO:root:Epoch[80] Elapsed time 5.182 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.501114 INFO:root:Epoch[81] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.43] INFO:root:Epoch[81] Elapsed time 5.083 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.432994 INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.41] INFO:root:Epoch[82] Elapsed time 5.117 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.409279 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.34] INFO:root:Epoch[83] Elapsed time 5.068 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.340320 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.44] INFO:root:Epoch[84] Elapsed time 5.109 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.444779 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.42] INFO:root:Epoch[85] Elapsed time 5.179 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.421898 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.41] INFO:root:Epoch[86] Elapsed time 5.102 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.408303 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.4] INFO:root:Epoch[87] Elapsed time 5.103 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.403575 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.49] INFO:root:Epoch[88] Elapsed time 5.101 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.490159 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.45] INFO:root:Epoch[89] Elapsed time 5.115 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.448866 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.4] INFO:root:Epoch[90] Elapsed time 5.047 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.398781 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.39] INFO:root:Epoch[91] Elapsed time 5.081 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.390091 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.41] INFO:root:Epoch[92] Elapsed time 4.993 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.405532 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.47] INFO:root:Epoch[93] Elapsed time 5.063 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.465512 INFO:root:Loading parameters from best epoch (83) INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.39] INFO:root:Epoch[94] Elapsed time 5.122 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.391803 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.42] INFO:root:Epoch[95] Elapsed time 5.119 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.424076 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.38] INFO:root:Epoch[96] Elapsed time 5.065 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.377544 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.43] INFO:root:Epoch[97] Elapsed time 5.238 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.425942 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.39] INFO:root:Epoch[98] Elapsed time 4.947 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.391623 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.37] INFO:root:Epoch[99] Elapsed time 5.024 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.374939 INFO:root:Epoch[100] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.39it/s, avg_epoch_loss=5.41] INFO:root:Epoch[100] Elapsed time 5.754 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.406635 INFO:root:Epoch[101] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.46] INFO:root:Epoch[101] Elapsed time 5.184 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.461090 INFO:root:Epoch[102] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.44] INFO:root:Epoch[102] Elapsed time 4.978 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.437987 INFO:root:Epoch[103] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.39] INFO:root:Epoch[103] Elapsed time 5.134 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.389665 INFO:root:Loading parameters from best epoch (83) INFO:root:Epoch[104] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.37] INFO:root:Epoch[104] Elapsed time 5.049 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.369624 INFO:root:Epoch[105] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.48] INFO:root:Epoch[105] Elapsed time 5.067 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.482153 INFO:root:Epoch[106] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.45] INFO:root:Epoch[106] Elapsed time 5.033 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.449888 INFO:root:Epoch[107] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.39] INFO:root:Epoch[107] Elapsed time 5.055 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.385647 INFO:root:Epoch[108] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.34] INFO:root:Epoch[108] Elapsed time 5.048 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.337044 INFO:root:Epoch[109] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.48] INFO:root:Epoch[109] Elapsed time 5.060 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.476297 INFO:root:Epoch[110] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.39] INFO:root:Epoch[110] Elapsed time 4.867 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.386662 INFO:root:Epoch[111] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.39] INFO:root:Epoch[111] Elapsed time 5.019 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.392578 INFO:root:Epoch[112] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.39] INFO:root:Epoch[112] Elapsed time 5.049 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.388585 INFO:root:Epoch[113] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43] INFO:root:Epoch[113] Elapsed time 5.049 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.428339 INFO:root:Epoch[114] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.42] INFO:root:Epoch[114] Elapsed time 4.875 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.421197 INFO:root:Epoch[115] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.39] INFO:root:Epoch[115] Elapsed time 4.999 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.388181 INFO:root:Epoch[116] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.32] INFO:root:Epoch[116] Elapsed time 4.970 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.320350 INFO:root:Epoch[117] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.42] INFO:root:Epoch[117] Elapsed time 5.028 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.422573 INFO:root:Epoch[118] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.41] INFO:root:Epoch[118] Elapsed time 4.964 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.409014 INFO:root:Epoch[119] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.41] INFO:root:Epoch[119] Elapsed time 5.195 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.412556 INFO:root:Epoch[120] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.35] INFO:root:Epoch[120] Elapsed time 5.121 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.348857 INFO:root:Epoch[121] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.45] INFO:root:Epoch[121] Elapsed time 5.120 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.454576 INFO:root:Epoch[122] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.38] INFO:root:Epoch[122] Elapsed time 5.178 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.381716 INFO:root:Epoch[123] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.41] INFO:root:Epoch[123] Elapsed time 5.118 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.407843 INFO:root:Epoch[124] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.36] INFO:root:Epoch[124] Elapsed time 5.026 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.359869 INFO:root:Epoch[125] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.4] INFO:root:Epoch[125] Elapsed time 4.941 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.399800 INFO:root:Epoch[126] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.44] INFO:root:Epoch[126] Elapsed time 4.996 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.444765 INFO:root:Loading parameters from best epoch (116) INFO:root:Epoch[127] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.39] INFO:root:Epoch[127] Elapsed time 4.999 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.391638 INFO:root:Epoch[128] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.42] INFO:root:Epoch[128] Elapsed time 5.052 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.418766 INFO:root:Epoch[129] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.37] INFO:root:Epoch[129] Elapsed time 4.995 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.372455 INFO:root:Epoch[130] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.42] INFO:root:Epoch[130] Elapsed time 5.058 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.419632 INFO:root:Epoch[131] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.4] INFO:root:Epoch[131] Elapsed time 4.964 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.401567 INFO:root:Epoch[132] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.38] INFO:root:Epoch[132] Elapsed time 5.023 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.380952 INFO:root:Epoch[133] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.37] INFO:root:Epoch[133] Elapsed time 4.970 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.368331 INFO:root:Epoch[134] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.42] INFO:root:Epoch[134] Elapsed time 5.180 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.421144 INFO:root:Epoch[135] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.42] INFO:root:Epoch[135] Elapsed time 5.091 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.419883 INFO:root:Epoch[136] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 17.80it/s, avg_epoch_loss=5.4] INFO:root:Epoch[136] Elapsed time 5.619 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.401460 INFO:root:Loading parameters from best epoch (116) INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.39] INFO:root:Epoch[137] Elapsed time 5.025 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.390207 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.43] INFO:root:Epoch[138] Elapsed time 5.111 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.432976 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.41] INFO:root:Epoch[139] Elapsed time 4.881 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.408337 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.39] INFO:root:Epoch[140] Elapsed time 4.999 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.391719 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.37] INFO:root:Epoch[141] Elapsed time 5.070 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.370922 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.42] INFO:root:Epoch[142] Elapsed time 5.092 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.424427 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.4] INFO:root:Epoch[143] Elapsed time 4.975 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.397845 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.37] INFO:root:Epoch[144] Elapsed time 5.160 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.370782 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.38] INFO:root:Epoch[145] Elapsed time 5.098 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.377179 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.41] INFO:root:Epoch[146] Elapsed time 4.989 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.411812 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.42] INFO:root:Epoch[147] Elapsed time 4.935 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.419268 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.37] INFO:root:Epoch[148] Elapsed time 5.115 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.366211 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.37] INFO:root:Epoch[149] Elapsed time 5.081 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.368047 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.45] INFO:root:Epoch[150] Elapsed time 5.060 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.451654 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.41] INFO:root:Epoch[151] Elapsed time 4.951 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.406272 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.37] INFO:root:Epoch[152] Elapsed time 5.185 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.366082 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.4] INFO:root:Epoch[153] Elapsed time 5.047 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.396341 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.44] INFO:root:Epoch[154] Elapsed time 5.104 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.441700 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.42] INFO:root:Epoch[155] Elapsed time 5.026 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.415789 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.38] INFO:root:Epoch[156] Elapsed time 5.003 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.382417 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.34] INFO:root:Epoch[157] Elapsed time 5.127 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.340464 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.44] INFO:root:Epoch[158] Elapsed time 5.060 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.439238 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.41] INFO:root:Epoch[159] Elapsed time 4.994 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.412970 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.37] INFO:root:Epoch[160] Elapsed time 5.055 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.373826 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.38] INFO:root:Epoch[161] Elapsed time 5.136 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.381741 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.4] INFO:root:Epoch[162] Elapsed time 5.083 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.401495 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.42] INFO:root:Epoch[163] Elapsed time 5.085 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.424177 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.41] INFO:root:Epoch[164] Elapsed time 4.996 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.409294 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.35] INFO:root:Epoch[165] Elapsed time 5.204 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.353570 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.38] INFO:root:Epoch[166] Elapsed time 5.098 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.379803 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.43] INFO:root:Epoch[167] Elapsed time 5.073 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.426993 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.38] INFO:root:Epoch[168] Elapsed time 5.073 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.376081 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.42] INFO:root:Epoch[169] Elapsed time 5.132 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.421704 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.39] INFO:root:Epoch[170] Elapsed time 4.973 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.391718 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.43it/s, avg_epoch_loss=5.45] INFO:root:Epoch[171] Elapsed time 5.742 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.454558 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.39] INFO:root:Epoch[172] Elapsed time 4.889 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.385663 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.36] INFO:root:Epoch[173] Elapsed time 5.039 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.362476 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.38] INFO:root:Epoch[174] Elapsed time 4.928 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.382426 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=5.42] INFO:root:Epoch[175] Elapsed time 5.272 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.419625 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.37] INFO:root:Epoch[176] Elapsed time 5.076 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.367948 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.35] INFO:root:Epoch[177] Elapsed time 5.105 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.348061 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.41] INFO:root:Epoch[178] Elapsed time 4.986 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.413263 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.43] INFO:root:Epoch[179] Elapsed time 5.118 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.429285 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.39] INFO:root:Epoch[180] Elapsed time 4.933 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.391613 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.36] INFO:root:Epoch[181] Elapsed time 5.181 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.356835 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.34] INFO:root:Epoch[182] Elapsed time 5.105 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.343841 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.42] INFO:root:Epoch[183] Elapsed time 5.048 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.418619 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.42] INFO:root:Epoch[184] Elapsed time 5.005 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.415882 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.36] INFO:root:Epoch[185] Elapsed time 5.010 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.359776 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.33] INFO:root:Epoch[186] Elapsed time 5.170 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.333611 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.38] INFO:root:Epoch[187] Elapsed time 5.083 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.383770 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.43] INFO:root:Epoch[188] Elapsed time 5.013 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.431829 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.36] INFO:root:Epoch[189] Elapsed time 5.119 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.362801 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.38] INFO:root:Epoch[190] Elapsed time 5.095 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.381576 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.37] INFO:root:Epoch[191] Elapsed time 5.043 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.371615 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.44] INFO:root:Epoch[192] Elapsed time 5.055 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.444511 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.37] INFO:root:Epoch[193] Elapsed time 5.089 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.371968 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=5.35] INFO:root:Epoch[194] Elapsed time 5.344 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.351435 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.4] INFO:root:Epoch[195] Elapsed time 5.093 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.399931 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.44] INFO:root:Epoch[196] Elapsed time 5.016 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.435668 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=5.38] INFO:root:Epoch[197] Elapsed time 5.247 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.377399 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.35] INFO:root:Epoch[198] Elapsed time 5.206 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.352931 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.39] INFO:root:Epoch[199] Elapsed time 5.142 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.392242 INFO:root:Loading parameters from best epoch (116) INFO:root:Final loss: 5.320349955558777 (occurred at epoch 116) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:45<00:00, 25.55it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.308102 0.032099 41.488783 0.027949 0.013418 seed epochs num_batches 0 50 200 100 Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571 100%|██████████| 100/100 [00:04<00:00, 21.32it/s, avg_epoch_loss=7.19] INFO:root:Epoch[0] Elapsed time 4.693 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.193942 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.56] INFO:root:Epoch[1] Elapsed time 5.095 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.564774 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.51] INFO:root:Epoch[2] Elapsed time 5.263 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.510698 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.38] INFO:root:Epoch[3] Elapsed time 4.956 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.378963 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.29] INFO:root:Epoch[4] Elapsed time 5.158 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.292600 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.25] INFO:root:Epoch[5] Elapsed time 5.144 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.248351 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.35] INFO:root:Epoch[6] Elapsed time 5.114 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.351584 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.2] INFO:root:Epoch[7] Elapsed time 5.143 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.196609 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.12] INFO:root:Epoch[8] Elapsed time 5.024 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.123357 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.47it/s, avg_epoch_loss=6.1] INFO:root:Epoch[9] Elapsed time 5.727 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.095800 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.16] INFO:root:Epoch[10] Elapsed time 5.013 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.164655 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.09] INFO:root:Epoch[11] Elapsed time 5.111 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.092289 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.97] INFO:root:Epoch[12] Elapsed time 5.043 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.973184 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.92] INFO:root:Epoch[13] Elapsed time 5.140 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.915796 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.92] INFO:root:Epoch[14] Elapsed time 4.970 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.916328 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.99] INFO:root:Epoch[15] Elapsed time 5.059 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.985234 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.91] INFO:root:Epoch[16] Elapsed time 4.965 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.907494 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.94] INFO:root:Epoch[17] Elapsed time 5.110 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.941440 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.83] INFO:root:Epoch[18] Elapsed time 5.047 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.829985 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.91] INFO:root:Epoch[19] Elapsed time 5.248 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.905236 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.82] INFO:root:Epoch[20] Elapsed time 5.025 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.816038 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.79] INFO:root:Epoch[21] Elapsed time 5.159 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.793847 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.79] INFO:root:Epoch[22] Elapsed time 5.239 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.785014 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.8] INFO:root:Epoch[23] Elapsed time 5.135 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.796727 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.75] INFO:root:Epoch[24] Elapsed time 5.136 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.749179 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.77] INFO:root:Epoch[25] Elapsed time 5.168 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.774503 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.75] INFO:root:Epoch[26] Elapsed time 4.978 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.752474 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.78] INFO:root:Epoch[27] Elapsed time 5.115 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.784237 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.7] INFO:root:Epoch[28] Elapsed time 5.061 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.703866 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.7] INFO:root:Epoch[29] Elapsed time 4.999 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.700799 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.68] INFO:root:Epoch[30] Elapsed time 4.953 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.684184 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.73] INFO:root:Epoch[31] Elapsed time 5.100 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.725556 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.67] INFO:root:Epoch[32] Elapsed time 5.091 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.666174 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.63] INFO:root:Epoch[33] Elapsed time 5.114 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.633577 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.66] INFO:root:Epoch[34] Elapsed time 5.254 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.660322 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.66] INFO:root:Epoch[35] Elapsed time 5.131 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.659294 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.58] INFO:root:Epoch[36] Elapsed time 4.995 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.578707 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.66] INFO:root:Epoch[37] Elapsed time 5.021 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.663865 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.68] INFO:root:Epoch[38] Elapsed time 5.150 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.678267 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.64] INFO:root:Epoch[39] Elapsed time 5.015 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.637952 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.6] INFO:root:Epoch[40] Elapsed time 5.195 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.599013 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.58] INFO:root:Epoch[41] Elapsed time 5.201 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.581224 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.52] INFO:root:Epoch[42] Elapsed time 5.189 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.516582 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.67] INFO:root:Epoch[43] Elapsed time 5.150 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.669382 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=5.59] INFO:root:Epoch[44] Elapsed time 5.450 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.590397 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=5.55] INFO:root:Epoch[45] Elapsed time 5.346 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.551546 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.5] INFO:root:Epoch[46] Elapsed time 5.171 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.504307 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.62] INFO:root:Epoch[47] Elapsed time 5.050 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.619845 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.56] INFO:root:Epoch[48] Elapsed time 5.137 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.563052 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.52] INFO:root:Epoch[49] Elapsed time 4.979 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.520538 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.5] INFO:root:Epoch[50] Elapsed time 5.049 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.495945 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.49] INFO:root:Epoch[51] Elapsed time 5.055 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.491594 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.55] INFO:root:Epoch[52] Elapsed time 5.189 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.554026 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.52] INFO:root:Epoch[53] Elapsed time 4.953 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.518709 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.53] INFO:root:Epoch[54] Elapsed time 5.162 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.533793 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.5] INFO:root:Epoch[55] Elapsed time 5.079 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.500039 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.55] INFO:root:Epoch[56] Elapsed time 5.140 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.550094 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.5] INFO:root:Epoch[57] Elapsed time 4.999 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.503328 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=5.51] INFO:root:Epoch[58] Elapsed time 5.321 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.511325 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.51] INFO:root:Epoch[59] Elapsed time 5.090 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.513309 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.61] INFO:root:Epoch[60] Elapsed time 4.999 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.611224 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.48] INFO:root:Epoch[61] Elapsed time 4.892 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.483710 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.47] INFO:root:Epoch[62] Elapsed time 5.123 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.466533 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.46] INFO:root:Epoch[63] Elapsed time 5.044 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.461010 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.53] INFO:root:Epoch[64] Elapsed time 5.136 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.534190 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.53] INFO:root:Epoch[65] Elapsed time 5.074 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.533801 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.49] INFO:root:Epoch[66] Elapsed time 5.149 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.493739 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.44] INFO:root:Epoch[67] Elapsed time 5.059 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.439668 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.5] INFO:root:Epoch[68] Elapsed time 5.108 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.504648 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.5] INFO:root:Epoch[69] Elapsed time 5.053 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.498821 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.49] INFO:root:Epoch[70] Elapsed time 5.198 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.487231 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.47] INFO:root:Epoch[71] Elapsed time 5.224 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.474599 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.55] INFO:root:Epoch[72] Elapsed time 5.109 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.548929 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.51] INFO:root:Epoch[73] Elapsed time 5.135 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.505969 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.47] INFO:root:Epoch[74] Elapsed time 5.053 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.473710 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.44] INFO:root:Epoch[75] Elapsed time 5.147 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.438614 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.49] INFO:root:Epoch[76] Elapsed time 5.073 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.489965 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.48] INFO:root:Epoch[77] Elapsed time 5.049 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.477855 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.42] INFO:root:Epoch[78] Elapsed time 5.269 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.416343 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=5.45] INFO:root:Epoch[79] Elapsed time 5.307 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.450390 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.29it/s, avg_epoch_loss=5.41] INFO:root:Epoch[80] Elapsed time 5.470 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.411721 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.51] INFO:root:Epoch[81] Elapsed time 5.197 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.514901 INFO:root:Epoch[82] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.45] INFO:root:Epoch[82] Elapsed time 5.131 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.445701 INFO:root:Epoch[83] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.46] INFO:root:Epoch[83] Elapsed time 5.149 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.456341 INFO:root:Epoch[84] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.41] INFO:root:Epoch[84] Elapsed time 5.153 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.412512 INFO:root:Epoch[85] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.52] INFO:root:Epoch[85] Elapsed time 5.213 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.515475 INFO:root:Epoch[86] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.47] INFO:root:Epoch[86] Elapsed time 5.017 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.471317 INFO:root:Epoch[87] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.43] INFO:root:Epoch[87] Elapsed time 5.149 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.434044 INFO:root:Epoch[88] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.46] INFO:root:Epoch[88] Elapsed time 5.088 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.460546 INFO:root:Epoch[89] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.56] INFO:root:Epoch[89] Elapsed time 5.197 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.561755 INFO:root:Epoch[90] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.46] INFO:root:Epoch[90] Elapsed time 4.943 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.459072 INFO:root:Loading parameters from best epoch (80) INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.38] INFO:root:Epoch[91] Elapsed time 5.033 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.380990 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.37] INFO:root:Epoch[92] Elapsed time 5.276 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.373650 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.47] INFO:root:Epoch[93] Elapsed time 5.075 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.470553 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.42] INFO:root:Epoch[94] Elapsed time 5.025 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.420047 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.42] INFO:root:Epoch[95] Elapsed time 5.149 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.415823 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.35] INFO:root:Epoch[96] Elapsed time 5.199 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.345844 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.45] INFO:root:Epoch[97] Elapsed time 5.043 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.445828 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.45] INFO:root:Epoch[98] Elapsed time 5.163 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.450135 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.41] INFO:root:Epoch[99] Elapsed time 5.167 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.412833 INFO:root:Epoch[100] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.35] INFO:root:Epoch[100] Elapsed time 5.125 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.347812 INFO:root:Epoch[101] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.42] INFO:root:Epoch[101] Elapsed time 5.040 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.422422 INFO:root:Epoch[102] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=5.49] INFO:root:Epoch[102] Elapsed time 5.297 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.490323 INFO:root:Epoch[103] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.41] INFO:root:Epoch[103] Elapsed time 5.032 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.414774 INFO:root:Epoch[104] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.39] INFO:root:Epoch[104] Elapsed time 5.134 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.385657 INFO:root:Epoch[105] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.41] INFO:root:Epoch[105] Elapsed time 5.256 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.412427 INFO:root:Epoch[106] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.5] INFO:root:Epoch[106] Elapsed time 5.261 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.498684 INFO:root:Loading parameters from best epoch (96) INFO:root:Epoch[107] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.41] INFO:root:Epoch[107] Elapsed time 4.918 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.408747 INFO:root:Epoch[108] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.4] INFO:root:Epoch[108] Elapsed time 5.049 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.399082 INFO:root:Epoch[109] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.39] INFO:root:Epoch[109] Elapsed time 4.990 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.389485 INFO:root:Epoch[110] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.42] INFO:root:Epoch[110] Elapsed time 5.019 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.418511 INFO:root:Epoch[111] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.38] INFO:root:Epoch[111] Elapsed time 5.031 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.382539 INFO:root:Epoch[112] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.35] INFO:root:Epoch[112] Elapsed time 5.012 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.351270 INFO:root:Epoch[113] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.4] INFO:root:Epoch[113] Elapsed time 4.973 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.403504 INFO:root:Epoch[114] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.42] INFO:root:Epoch[114] Elapsed time 5.038 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.420924 INFO:root:Epoch[115] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.26it/s, avg_epoch_loss=5.38] INFO:root:Epoch[115] Elapsed time 5.796 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.382881 INFO:root:Epoch[116] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.35] INFO:root:Epoch[116] Elapsed time 5.100 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.348854 INFO:root:Loading parameters from best epoch (96) INFO:root:Epoch[117] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.4] INFO:root:Epoch[117] Elapsed time 5.057 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.398991 INFO:root:Epoch[118] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.46] INFO:root:Epoch[118] Elapsed time 5.122 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.458790 INFO:root:Epoch[119] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.37] INFO:root:Epoch[119] Elapsed time 4.979 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.372417 INFO:root:Epoch[120] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.4] INFO:root:Epoch[120] Elapsed time 5.080 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.396174 INFO:root:Epoch[121] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.4] INFO:root:Epoch[121] Elapsed time 4.961 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.396724 INFO:root:Epoch[122] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.44] INFO:root:Epoch[122] Elapsed time 5.171 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.444836 INFO:root:Epoch[123] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.39] INFO:root:Epoch[123] Elapsed time 5.108 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.391118 INFO:root:Epoch[124] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.36] INFO:root:Epoch[124] Elapsed time 5.015 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.360210 INFO:root:Epoch[125] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.35] INFO:root:Epoch[125] Elapsed time 5.201 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.352839 INFO:root:Epoch[126] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.46] INFO:root:Epoch[126] Elapsed time 5.144 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.456523 INFO:root:Loading parameters from best epoch (96) INFO:root:Epoch[127] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.43] INFO:root:Epoch[127] Elapsed time 4.963 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.433420 INFO:root:Epoch[128] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.41] INFO:root:Epoch[128] Elapsed time 5.072 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.405025 INFO:root:Epoch[129] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=5.31] INFO:root:Epoch[129] Elapsed time 5.283 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.311064 INFO:root:Epoch[130] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.49] INFO:root:Epoch[130] Elapsed time 5.014 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.489105 INFO:root:Epoch[131] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.41] INFO:root:Epoch[131] Elapsed time 5.028 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.410757 INFO:root:Epoch[132] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.38] INFO:root:Epoch[132] Elapsed time 5.216 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.377684 INFO:root:Epoch[133] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.34] INFO:root:Epoch[133] Elapsed time 5.188 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.337229 INFO:root:Epoch[134] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.44] INFO:root:Epoch[134] Elapsed time 5.100 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.444180 INFO:root:Epoch[135] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.41] INFO:root:Epoch[135] Elapsed time 4.963 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.411127 INFO:root:Epoch[136] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.41] INFO:root:Epoch[136] Elapsed time 5.127 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.412857 INFO:root:Epoch[137] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.38] INFO:root:Epoch[137] Elapsed time 5.101 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.380073 INFO:root:Epoch[138] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=5.42] INFO:root:Epoch[138] Elapsed time 5.274 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.422693 INFO:root:Epoch[139] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.41] INFO:root:Epoch[139] Elapsed time 5.112 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.412569 INFO:root:Loading parameters from best epoch (129) INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.4] INFO:root:Epoch[140] Elapsed time 5.002 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.395818 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.36] INFO:root:Epoch[141] Elapsed time 5.195 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.363558 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.41] INFO:root:Epoch[142] Elapsed time 5.119 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.412859 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.47] INFO:root:Epoch[143] Elapsed time 5.147 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.473394 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.39] INFO:root:Epoch[144] Elapsed time 5.059 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.389446 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.36] INFO:root:Epoch[145] Elapsed time 5.100 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.363175 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.35] INFO:root:Epoch[146] Elapsed time 5.073 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.353979 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.44] INFO:root:Epoch[147] Elapsed time 5.111 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.437301 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.42] INFO:root:Epoch[148] Elapsed time 5.094 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.418031 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.38] INFO:root:Epoch[149] Elapsed time 5.201 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.376284 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.82it/s, avg_epoch_loss=5.38] INFO:root:Epoch[150] Elapsed time 5.615 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.376334 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=5.44] INFO:root:Epoch[151] Elapsed time 5.265 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.440542 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.35] INFO:root:Epoch[152] Elapsed time 5.002 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.354699 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.34] INFO:root:Epoch[153] Elapsed time 5.155 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.343482 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.37] INFO:root:Epoch[154] Elapsed time 5.114 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.373824 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.44] INFO:root:Epoch[155] Elapsed time 5.159 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.438991 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.4] INFO:root:Epoch[156] Elapsed time 5.095 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.401994 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.43] INFO:root:Epoch[157] Elapsed time 5.176 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.425705 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.32] INFO:root:Epoch[158] Elapsed time 5.125 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.319657 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.44] INFO:root:Epoch[159] Elapsed time 5.018 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.441683 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.39] INFO:root:Epoch[160] Elapsed time 5.132 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.393020 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.4] INFO:root:Epoch[161] Elapsed time 5.149 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.397804 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.39] INFO:root:Epoch[162] Elapsed time 5.094 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.388515 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.41] INFO:root:Epoch[163] Elapsed time 4.965 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.405722 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.4] INFO:root:Epoch[164] Elapsed time 5.016 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.403561 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.4] INFO:root:Epoch[165] Elapsed time 4.887 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.396224 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.4] INFO:root:Epoch[166] Elapsed time 5.227 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.398745 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.37] INFO:root:Epoch[167] Elapsed time 4.992 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.370220 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.43] INFO:root:Epoch[168] Elapsed time 5.035 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.427804 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.38] INFO:root:Epoch[169] Elapsed time 4.942 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.377825 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.36] INFO:root:Epoch[170] Elapsed time 5.052 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.361653 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.35] INFO:root:Epoch[171] Elapsed time 5.046 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.350090 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.44] INFO:root:Epoch[172] Elapsed time 5.048 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.444030 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.37] INFO:root:Epoch[173] Elapsed time 4.954 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.374403 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.4] INFO:root:Epoch[174] Elapsed time 4.996 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.401398 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.37] INFO:root:Epoch[175] Elapsed time 4.913 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.369183 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.47] INFO:root:Epoch[176] Elapsed time 5.100 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.470887 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.42] INFO:root:Epoch[177] Elapsed time 5.115 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.416525 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.38] INFO:root:Epoch[178] Elapsed time 5.151 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.375965 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.35] INFO:root:Epoch[179] Elapsed time 5.087 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.354192 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.44] INFO:root:Epoch[180] Elapsed time 5.077 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.436625 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.39] INFO:root:Epoch[181] Elapsed time 5.061 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.387838 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.37] INFO:root:Epoch[182] Elapsed time 5.153 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.370549 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.3] INFO:root:Epoch[183] Elapsed time 5.210 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.297107 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.44] INFO:root:Epoch[184] Elapsed time 5.034 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.442492 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.06it/s, avg_epoch_loss=5.37] INFO:root:Epoch[185] Elapsed time 5.862 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.368947 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.41] INFO:root:Epoch[186] Elapsed time 5.114 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.410179 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.34] INFO:root:Epoch[187] Elapsed time 5.114 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.341959 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.44] INFO:root:Epoch[188] Elapsed time 4.980 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.440084 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.44] INFO:root:Epoch[189] Elapsed time 4.977 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.439330 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.39] INFO:root:Epoch[190] Elapsed time 5.166 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.394990 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.36] INFO:root:Epoch[191] Elapsed time 5.210 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.362345 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.42] INFO:root:Epoch[192] Elapsed time 4.997 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.419540 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.4] INFO:root:Epoch[193] Elapsed time 4.951 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.404119 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.38] INFO:root:Epoch[194] Elapsed time 4.968 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.382373 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.33] INFO:root:Epoch[195] Elapsed time 4.959 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.326057 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.43] INFO:root:Epoch[196] Elapsed time 5.003 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.425341 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.44] INFO:root:Epoch[197] Elapsed time 4.966 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.438595 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.35] INFO:root:Epoch[198] Elapsed time 4.943 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.347050 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.32] INFO:root:Epoch[199] Elapsed time 5.260 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.315925 INFO:root:Loading parameters from best epoch (183) INFO:root:Final loss: 5.297107439041138 (occurred at epoch 183) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:48<00:00, 25.07it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.380839 0.031961 42.300404 0.02811 0.013341 seed epochs num_batches 0 51 200 100
Out[13]:
| MASE | sMAPE | MSIS | wQuantileLoss[0.5] | wQuantileLoss[0.9] | seed | epochs | num_batches | |
|---|---|---|---|---|---|---|---|---|
| 0 | 3.383181 | 0.032588 | 41.812943 | 0.028292 | 0.013451 | 42 | 200 | 100 |
| 0 | 3.560291 | 0.033512 | 46.859704 | 0.030632 | 0.014305 | 43 | 200 | 100 |
| 0 | 3.248590 | 0.031122 | 40.800557 | 0.027192 | 0.012990 | 44 | 200 | 100 |
| 0 | 3.433927 | 0.033041 | 45.400981 | 0.028545 | 0.013901 | 45 | 200 | 100 |
| 0 | 3.402333 | 0.032694 | 39.842791 | 0.028634 | 0.013067 | 46 | 200 | 100 |
| 0 | 3.363746 | 0.032274 | 42.120512 | 0.028155 | 0.013819 | 47 | 200 | 100 |
| 0 | 3.430122 | 0.032202 | 42.402264 | 0.028536 | 0.013681 | 48 | 200 | 100 |
| 0 | 3.439947 | 0.032140 | 40.831831 | 0.028318 | 0.012966 | 49 | 200 | 100 |
| 0 | 3.308102 | 0.032099 | 41.488783 | 0.027949 | 0.013418 | 50 | 200 | 100 |
| 0 | 3.380839 | 0.031961 | 42.300404 | 0.028110 | 0.013341 | 51 | 200 | 100 |
In [ ]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_daily", seed=i, epochs=100, batches=100)
pprint(df)
results = results.append(df)
results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 22.47it/s, avg_epoch_loss=7.24] INFO:root:Epoch[0] Elapsed time 4.453 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.243338 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.49] INFO:root:Epoch[1] Elapsed time 4.992 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.488652 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=6.52] INFO:root:Epoch[2] Elapsed time 4.876 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.521486 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.54it/s, avg_epoch_loss=6.36] INFO:root:Epoch[3] Elapsed time 4.644 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.356864 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=6.27] INFO:root:Epoch[4] Elapsed time 4.803 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.268272 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.24] INFO:root:Epoch[5] Elapsed time 4.868 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.238047 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=6.2] INFO:root:Epoch[6] Elapsed time 4.857 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.200061 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.28it/s, avg_epoch_loss=6.1] INFO:root:Epoch[7] Elapsed time 4.701 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.100082 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=6.06] INFO:root:Epoch[8] Elapsed time 4.820 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.063262 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.09it/s, avg_epoch_loss=6.06] INFO:root:Epoch[9] Elapsed time 4.744 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.057899 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.12] INFO:root:Epoch[10] Elapsed time 5.116 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.124530 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.97] INFO:root:Epoch[11] Elapsed time 4.818 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.968354 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.94] INFO:root:Epoch[12] Elapsed time 5.026 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.943222 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.91] INFO:root:Epoch[13] Elapsed time 4.873 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.909260 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.89] INFO:root:Epoch[14] Elapsed time 4.917 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.888458 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.89] INFO:root:Epoch[15] Elapsed time 4.832 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.887876 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.82] INFO:root:Epoch[16] Elapsed time 5.008 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.820549 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.75] INFO:root:Epoch[17] Elapsed time 4.977 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.751313 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.9] INFO:root:Epoch[18] Elapsed time 4.994 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.902867 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.79] INFO:root:Epoch[19] Elapsed time 5.016 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.794320 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.79] INFO:root:Epoch[20] Elapsed time 4.881 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.788883 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.69] INFO:root:Epoch[21] Elapsed time 4.895 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.685011 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.79] INFO:root:Epoch[22] Elapsed time 4.947 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.792256 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.75] INFO:root:Epoch[23] Elapsed time 4.965 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.752012 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=5.67] INFO:root:Epoch[24] Elapsed time 5.450 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.673268 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.67] INFO:root:Epoch[25] Elapsed time 4.927 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.668334 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.16it/s, avg_epoch_loss=5.73] INFO:root:Epoch[26] Elapsed time 4.728 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.734435 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.66] INFO:root:Epoch[27] Elapsed time 4.870 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.656297 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.39it/s, avg_epoch_loss=5.61] INFO:root:Epoch[28] Elapsed time 4.677 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.607576 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.65] INFO:root:Epoch[29] Elapsed time 4.827 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.654506 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.06it/s, avg_epoch_loss=5.57] INFO:root:Epoch[30] Elapsed time 4.751 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.574373 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.65] INFO:root:Epoch[31] Elapsed time 4.908 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.653645 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.67] INFO:root:Epoch[32] Elapsed time 4.831 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.665162 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.6] INFO:root:Epoch[33] Elapsed time 4.809 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.600801 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.14it/s, avg_epoch_loss=5.53] INFO:root:Epoch[34] Elapsed time 4.732 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.530244 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.62] INFO:root:Epoch[35] Elapsed time 4.954 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.615537 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.43it/s, avg_epoch_loss=5.53] INFO:root:Epoch[36] Elapsed time 4.669 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.528775 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.53] INFO:root:Epoch[37] Elapsed time 4.791 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.526679 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.19it/s, avg_epoch_loss=5.52] INFO:root:Epoch[38] Elapsed time 4.721 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.518658 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.58] INFO:root:Epoch[39] Elapsed time 4.968 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.579981 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.05it/s, avg_epoch_loss=5.52] INFO:root:Epoch[40] Elapsed time 4.754 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.523144 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.57] INFO:root:Epoch[41] Elapsed time 4.779 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.571881 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.05it/s, avg_epoch_loss=5.51] INFO:root:Epoch[42] Elapsed time 4.753 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.505933 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.56] INFO:root:Epoch[43] Elapsed time 4.779 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.556289 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.48] INFO:root:Epoch[44] Elapsed time 4.833 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.476674 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.54] INFO:root:Epoch[45] Elapsed time 4.982 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.538131 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.44] INFO:root:Epoch[46] Elapsed time 4.916 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.436843 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.53] INFO:root:Epoch[47] Elapsed time 5.027 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.532594 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.52] INFO:root:Epoch[48] Elapsed time 4.877 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.515098 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.48] INFO:root:Epoch[49] Elapsed time 4.903 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.481927 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.45] INFO:root:Epoch[50] Elapsed time 4.957 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.448684 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.5] INFO:root:Epoch[51] Elapsed time 4.984 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.498866 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.52] INFO:root:Epoch[52] Elapsed time 4.927 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.522947 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.43] INFO:root:Epoch[53] Elapsed time 4.864 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.426903 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.47] INFO:root:Epoch[54] Elapsed time 4.872 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.468100 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.46] INFO:root:Epoch[55] Elapsed time 4.883 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.461204 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.52] INFO:root:Epoch[56] Elapsed time 4.837 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.523758 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.22it/s, avg_epoch_loss=5.45] INFO:root:Epoch[57] Elapsed time 4.715 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.450118 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.48] INFO:root:Epoch[58] Elapsed time 4.860 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.481582 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.46] INFO:root:Epoch[59] Elapsed time 4.792 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.455400 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.57] INFO:root:Epoch[60] Elapsed time 4.874 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.572699 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=5.41] INFO:root:Epoch[61] Elapsed time 5.355 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.406546 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.45] INFO:root:Epoch[62] Elapsed time 4.930 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.447336 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.47] INFO:root:Epoch[63] Elapsed time 4.881 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.466802 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.51] INFO:root:Epoch[64] Elapsed time 4.922 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.510079 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.42] INFO:root:Epoch[65] Elapsed time 4.838 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.418474 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.44] INFO:root:Epoch[66] Elapsed time 4.907 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.441312 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.42] INFO:root:Epoch[67] Elapsed time 4.835 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.420409 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.49] INFO:root:Epoch[68] Elapsed time 4.917 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.492070 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.4] INFO:root:Epoch[69] Elapsed time 4.803 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.402494 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.47] INFO:root:Epoch[70] Elapsed time 4.902 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.467437 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.42] INFO:root:Epoch[71] Elapsed time 4.922 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.417822 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.5] INFO:root:Epoch[72] Elapsed time 4.898 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.496975 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.38] INFO:root:Epoch[73] Elapsed time 4.864 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.379289 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.39] INFO:root:Epoch[74] Elapsed time 4.912 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.391995 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.44] INFO:root:Epoch[75] Elapsed time 4.776 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.438334 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.46] INFO:root:Epoch[76] Elapsed time 4.811 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.462339 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.49it/s, avg_epoch_loss=5.4] INFO:root:Epoch[77] Elapsed time 4.657 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.400132 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.43] INFO:root:Epoch[78] Elapsed time 4.814 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.431087 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.43] INFO:root:Epoch[79] Elapsed time 4.845 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.427316 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.5] INFO:root:Epoch[80] Elapsed time 4.960 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.497567 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.43] INFO:root:Epoch[81] Elapsed time 4.804 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.426621 INFO:root:Epoch[82] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.4] INFO:root:Epoch[82] Elapsed time 4.895 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.401874 INFO:root:Epoch[83] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.39] INFO:root:Epoch[83] Elapsed time 5.043 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.393218 INFO:root:Loading parameters from best epoch (73) INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.48] INFO:root:Epoch[84] Elapsed time 4.990 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.480620 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.42] INFO:root:Epoch[85] Elapsed time 4.823 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.417491 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.38] INFO:root:Epoch[86] Elapsed time 4.866 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.382953 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.35] INFO:root:Epoch[87] Elapsed time 4.945 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.352024 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.42] INFO:root:Epoch[88] Elapsed time 4.875 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.415097 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.44] INFO:root:Epoch[89] Elapsed time 4.884 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.438030 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.38] INFO:root:Epoch[90] Elapsed time 4.895 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.380319 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.4] INFO:root:Epoch[91] Elapsed time 5.013 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.397144 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.45] INFO:root:Epoch[92] Elapsed time 4.913 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.453343 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.45] INFO:root:Epoch[93] Elapsed time 4.968 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.451329 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.39] INFO:root:Epoch[94] Elapsed time 4.799 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.389312 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.41] INFO:root:Epoch[95] Elapsed time 5.016 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.406946 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.41] INFO:root:Epoch[96] Elapsed time 5.025 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.406668 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=5.46] INFO:root:Epoch[97] Elapsed time 5.452 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.457530 INFO:root:Loading parameters from best epoch (87) INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 21.07it/s, avg_epoch_loss=5.39] INFO:root:Epoch[98] Elapsed time 4.750 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.391259 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.39] INFO:root:Epoch[99] Elapsed time 4.760 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.388940 INFO:root:Loading parameters from best epoch (87) INFO:root:Final loss: 5.35202401638031 (occurred at epoch 87) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:44<00:00, 25.77it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.594878 0.033903 43.883525 0.030249 0.014549 seed epochs num_batches 0 42 100 100 Seed: 43
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 21.51it/s, avg_epoch_loss=8] INFO:root:Epoch[0] Elapsed time 4.652 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.003216 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.54] INFO:root:Epoch[1] Elapsed time 5.339 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.541196 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=6.47] INFO:root:Epoch[2] Elapsed time 4.848 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.470537 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.25it/s, avg_epoch_loss=6.33] INFO:root:Epoch[3] Elapsed time 4.708 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.325708 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=6.3] INFO:root:Epoch[4] Elapsed time 4.856 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.302620 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.22] INFO:root:Epoch[5] Elapsed time 4.887 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.217166 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.24] INFO:root:Epoch[6] Elapsed time 4.920 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.236060 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.16it/s, avg_epoch_loss=6.14] INFO:root:Epoch[7] Elapsed time 4.727 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.135821 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.15] INFO:root:Epoch[8] Elapsed time 4.945 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.149783 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.02] INFO:root:Epoch[9] Elapsed time 4.974 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.024890 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.05] INFO:root:Epoch[10] Elapsed time 4.978 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.047309 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=6] INFO:root:Epoch[11] Elapsed time 4.883 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.998925 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.92] INFO:root:Epoch[12] Elapsed time 4.903 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.916985 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.96] INFO:root:Epoch[13] Elapsed time 4.937 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.957297 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.95] INFO:root:Epoch[14] Elapsed time 4.880 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.950412 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.9] INFO:root:Epoch[15] Elapsed time 5.003 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.895589 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.89] INFO:root:Epoch[16] Elapsed time 4.788 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.892053 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.82] INFO:root:Epoch[17] Elapsed time 4.800 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.824944 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.87] INFO:root:Epoch[18] Elapsed time 4.897 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.873839 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.8] INFO:root:Epoch[19] Elapsed time 4.920 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.795606 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.77] INFO:root:Epoch[20] Elapsed time 4.870 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.765174 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.72] INFO:root:Epoch[21] Elapsed time 4.848 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.719788 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.98it/s, avg_epoch_loss=5.74] INFO:root:Epoch[22] Elapsed time 4.768 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.738101 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.76] INFO:root:Epoch[23] Elapsed time 4.808 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.757652 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.39it/s, avg_epoch_loss=5.73] INFO:root:Epoch[24] Elapsed time 4.677 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.727443 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.65] INFO:root:Epoch[25] Elapsed time 4.775 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.645827 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.71] INFO:root:Epoch[26] Elapsed time 4.816 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.705961 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.75] INFO:root:Epoch[27] Elapsed time 4.978 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.751981 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.73] INFO:root:Epoch[28] Elapsed time 4.835 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.733694 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.69] INFO:root:Epoch[29] Elapsed time 4.856 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.693714 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.61] INFO:root:Epoch[30] Elapsed time 4.758 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.610933 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.66] INFO:root:Epoch[31] Elapsed time 4.985 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.655883 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.25it/s, avg_epoch_loss=5.53] INFO:root:Epoch[32] Elapsed time 4.708 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.532962 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.61] INFO:root:Epoch[33] Elapsed time 4.833 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.611135 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.55] INFO:root:Epoch[34] Elapsed time 4.811 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.548768 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.69] INFO:root:Epoch[35] Elapsed time 4.924 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.686446 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.58] INFO:root:Epoch[36] Elapsed time 4.839 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.581079 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.58] INFO:root:Epoch[37] Elapsed time 5.277 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.577822 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.52] INFO:root:Epoch[38] Elapsed time 5.196 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.518041 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.57] INFO:root:Epoch[39] Elapsed time 4.801 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.570409 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.6] INFO:root:Epoch[40] Elapsed time 4.985 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.600550 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.52] INFO:root:Epoch[41] Elapsed time 4.868 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.515223 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.53] INFO:root:Epoch[42] Elapsed time 4.897 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.525038 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.57] INFO:root:Epoch[43] Elapsed time 4.813 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.574939 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.57] INFO:root:Epoch[44] Elapsed time 4.952 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.571982 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.49] INFO:root:Epoch[45] Elapsed time 4.876 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.489797 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.48] INFO:root:Epoch[46] Elapsed time 4.868 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.482662 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.58] INFO:root:Epoch[47] Elapsed time 4.775 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.575517 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.59] INFO:root:Epoch[48] Elapsed time 4.947 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.589323 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.13it/s, avg_epoch_loss=5.47] INFO:root:Epoch[49] Elapsed time 4.735 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.474893 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.51] INFO:root:Epoch[50] Elapsed time 4.895 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.505630 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.46] INFO:root:Epoch[51] Elapsed time 4.920 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.460915 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.59] INFO:root:Epoch[52] Elapsed time 4.894 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.593276 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.17it/s, avg_epoch_loss=5.47] INFO:root:Epoch[53] Elapsed time 4.725 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.472114 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.45] INFO:root:Epoch[54] Elapsed time 5.060 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.450550 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.51] INFO:root:Epoch[55] Elapsed time 4.880 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.505981 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.53] INFO:root:Epoch[56] Elapsed time 4.911 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.528544 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.49] INFO:root:Epoch[57] Elapsed time 4.825 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.489052 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.48] INFO:root:Epoch[58] Elapsed time 4.936 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.477711 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.49] INFO:root:Epoch[59] Elapsed time 4.875 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.491395 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.5] INFO:root:Epoch[60] Elapsed time 4.824 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.495652 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.29it/s, avg_epoch_loss=5.44] INFO:root:Epoch[61] Elapsed time 4.698 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.440807 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.46] INFO:root:Epoch[62] Elapsed time 4.871 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.460128 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.47] INFO:root:Epoch[63] Elapsed time 4.780 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.468207 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.51] INFO:root:Epoch[64] Elapsed time 4.830 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.512115 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.21it/s, avg_epoch_loss=5.46] INFO:root:Epoch[65] Elapsed time 4.717 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.460085 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.48] INFO:root:Epoch[66] Elapsed time 4.848 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.477308 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.41] INFO:root:Epoch[67] Elapsed time 4.907 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.406551 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.47] INFO:root:Epoch[68] Elapsed time 4.894 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.473582 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.47] INFO:root:Epoch[69] Elapsed time 4.899 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.470210 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.45] INFO:root:Epoch[70] Elapsed time 4.975 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.452529 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.39] INFO:root:Epoch[71] Elapsed time 4.969 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.389390 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.41] INFO:root:Epoch[72] Elapsed time 4.915 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.405623 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.45] INFO:root:Epoch[73] Elapsed time 5.053 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.451775 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=5.42] INFO:root:Epoch[74] Elapsed time 5.298 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.418822 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.47] INFO:root:Epoch[75] Elapsed time 4.978 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.468581 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.44] INFO:root:Epoch[76] Elapsed time 4.848 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.437504 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.5] INFO:root:Epoch[77] Elapsed time 4.802 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.503578 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.20it/s, avg_epoch_loss=5.47] INFO:root:Epoch[78] Elapsed time 4.721 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.465509 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.42] INFO:root:Epoch[79] Elapsed time 4.806 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.422638 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.09it/s, avg_epoch_loss=5.42] INFO:root:Epoch[80] Elapsed time 4.744 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.423913 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.49] INFO:root:Epoch[81] Elapsed time 4.794 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.491438 INFO:root:Loading parameters from best epoch (71) INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.27it/s, avg_epoch_loss=5.42] INFO:root:Epoch[82] Elapsed time 4.704 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.420582 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.39] INFO:root:Epoch[83] Elapsed time 4.868 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.392014 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.39] INFO:root:Epoch[84] Elapsed time 4.871 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.387304 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.49] INFO:root:Epoch[85] Elapsed time 4.881 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.487256 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.40it/s, avg_epoch_loss=5.45] INFO:root:Epoch[86] Elapsed time 4.675 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.453088 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.37] INFO:root:Epoch[87] Elapsed time 4.775 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.373329 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.38] INFO:root:Epoch[88] Elapsed time 4.844 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.383530 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.48] INFO:root:Epoch[89] Elapsed time 4.879 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.475369 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.4] INFO:root:Epoch[90] Elapsed time 4.825 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.401367 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.39] INFO:root:Epoch[91] Elapsed time 4.897 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.386082 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.39] INFO:root:Epoch[92] Elapsed time 4.969 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.385069 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.5] INFO:root:Epoch[93] Elapsed time 4.876 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.496169 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.39] INFO:root:Epoch[94] Elapsed time 4.797 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.394559 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.44] INFO:root:Epoch[95] Elapsed time 4.938 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.436650 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.25it/s, avg_epoch_loss=5.4] INFO:root:Epoch[96] Elapsed time 4.710 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.399870 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.45] INFO:root:Epoch[97] Elapsed time 4.872 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.447881 INFO:root:Loading parameters from best epoch (87) INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.42] INFO:root:Epoch[98] Elapsed time 4.825 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.418549 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.36] INFO:root:Epoch[99] Elapsed time 4.885 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.364567 INFO:root:Loading parameters from best epoch (99) INFO:root:Final loss: 5.364566593170166 (occurred at epoch 99) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.25it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.537712 0.033362 39.518273 0.029493 0.013274 seed epochs num_batches 0 43 100 100 Seed: 44
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=7.25] INFO:root:Epoch[0] Elapsed time 4.776 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.249468 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.44] INFO:root:Epoch[1] Elapsed time 4.911 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.444575 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=6.44] INFO:root:Epoch[2] Elapsed time 4.838 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.437889 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.20it/s, avg_epoch_loss=6.34] INFO:root:Epoch[3] Elapsed time 4.720 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.336977 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=6.23] INFO:root:Epoch[4] Elapsed time 4.784 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.229327 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.18] INFO:root:Epoch[5] Elapsed time 4.904 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.176594 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=6.14] INFO:root:Epoch[6] Elapsed time 4.884 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.138442 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.96it/s, avg_epoch_loss=6.14] INFO:root:Epoch[7] Elapsed time 4.772 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.138271 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.99] INFO:root:Epoch[8] Elapsed time 4.909 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=5.990149 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.90it/s, avg_epoch_loss=5.95] INFO:root:Epoch[9] Elapsed time 4.785 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=5.951421 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.03] INFO:root:Epoch[10] Elapsed time 4.969 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.031342 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.14it/s, avg_epoch_loss=5.9] INFO:root:Epoch[11] Elapsed time 4.732 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.903943 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.91] INFO:root:Epoch[12] Elapsed time 4.924 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.912779 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.83] INFO:root:Epoch[13] Elapsed time 4.799 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.827559 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.91it/s, avg_epoch_loss=5.9] INFO:root:Epoch[14] Elapsed time 5.585 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.899117 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.81] INFO:root:Epoch[15] Elapsed time 4.836 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.812364 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.76] INFO:root:Epoch[16] Elapsed time 4.908 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.762159 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.77] INFO:root:Epoch[17] Elapsed time 5.014 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.771441 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.79] INFO:root:Epoch[18] Elapsed time 4.878 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.794437 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.72] INFO:root:Epoch[19] Elapsed time 4.760 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.719124 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.76] INFO:root:Epoch[20] Elapsed time 4.952 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.764422 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.66] INFO:root:Epoch[21] Elapsed time 4.981 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.658849 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.76] INFO:root:Epoch[22] Elapsed time 4.793 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.763467 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.68] INFO:root:Epoch[23] Elapsed time 4.943 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.679999 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.68] INFO:root:Epoch[24] Elapsed time 4.918 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.681496 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.62] INFO:root:Epoch[25] Elapsed time 5.079 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.616468 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.68] INFO:root:Epoch[26] Elapsed time 4.878 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.681698 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.66] INFO:root:Epoch[27] Elapsed time 5.004 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.662841 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.59] INFO:root:Epoch[28] Elapsed time 4.897 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.590251 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.6] INFO:root:Epoch[29] Elapsed time 4.979 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.600907 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.64] INFO:root:Epoch[30] Elapsed time 4.757 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.643218 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.65] INFO:root:Epoch[31] Elapsed time 4.889 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.650195 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.58] INFO:root:Epoch[32] Elapsed time 4.836 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.583498 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.52] INFO:root:Epoch[33] Elapsed time 4.908 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.518794 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.56] INFO:root:Epoch[34] Elapsed time 4.882 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.557170 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.6] INFO:root:Epoch[35] Elapsed time 4.961 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.601319 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.55] INFO:root:Epoch[36] Elapsed time 4.842 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.553002 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.59] INFO:root:Epoch[37] Elapsed time 4.898 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.586377 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.56] INFO:root:Epoch[38] Elapsed time 4.865 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.562476 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.55] INFO:root:Epoch[39] Elapsed time 4.832 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.551877 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.10it/s, avg_epoch_loss=5.51] INFO:root:Epoch[40] Elapsed time 4.743 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.509103 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.90it/s, avg_epoch_loss=5.5] INFO:root:Epoch[41] Elapsed time 4.786 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.499230 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.46] INFO:root:Epoch[42] Elapsed time 4.780 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.458477 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.55] INFO:root:Epoch[43] Elapsed time 4.843 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.554832 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.35it/s, avg_epoch_loss=5.45] INFO:root:Epoch[44] Elapsed time 4.687 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.449794 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.53] INFO:root:Epoch[45] Elapsed time 4.851 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.529863 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.46] INFO:root:Epoch[46] Elapsed time 4.894 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.459944 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.09it/s, avg_epoch_loss=5.56] INFO:root:Epoch[47] Elapsed time 4.744 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.557855 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.49] INFO:root:Epoch[48] Elapsed time 4.906 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.485350 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.47] INFO:root:Epoch[49] Elapsed time 4.808 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.466810 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.42] INFO:root:Epoch[50] Elapsed time 4.862 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.424669 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=5.54] INFO:root:Epoch[51] Elapsed time 5.418 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.535327 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.5] INFO:root:Epoch[52] Elapsed time 4.805 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.498502 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.32it/s, avg_epoch_loss=5.45] INFO:root:Epoch[53] Elapsed time 4.695 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.453830 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.44] INFO:root:Epoch[54] Elapsed time 5.034 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.444303 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.5] INFO:root:Epoch[55] Elapsed time 4.893 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.498339 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.5] INFO:root:Epoch[56] Elapsed time 4.937 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.499418 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.49] INFO:root:Epoch[57] Elapsed time 4.823 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.486288 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.4] INFO:root:Epoch[58] Elapsed time 4.967 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.402522 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.55] INFO:root:Epoch[59] Elapsed time 4.831 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.547016 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.52] INFO:root:Epoch[60] Elapsed time 4.878 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.517008 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.47] INFO:root:Epoch[61] Elapsed time 4.844 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.474537 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.44] INFO:root:Epoch[62] Elapsed time 4.789 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.442531 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.45] INFO:root:Epoch[63] Elapsed time 4.781 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.447111 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.48] INFO:root:Epoch[64] Elapsed time 4.861 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.476624 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.43] INFO:root:Epoch[65] Elapsed time 4.858 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.425458 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.45] INFO:root:Epoch[66] Elapsed time 4.924 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.448155 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.41] INFO:root:Epoch[67] Elapsed time 4.869 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.407574 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.49] INFO:root:Epoch[68] Elapsed time 4.882 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.486410 INFO:root:Loading parameters from best epoch (58) INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.4] INFO:root:Epoch[69] Elapsed time 4.839 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.404312 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.4] INFO:root:Epoch[70] Elapsed time 4.901 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.399122 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.41] INFO:root:Epoch[71] Elapsed time 4.837 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.407345 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.47] INFO:root:Epoch[72] Elapsed time 4.840 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.466378 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.24it/s, avg_epoch_loss=5.43] INFO:root:Epoch[73] Elapsed time 4.709 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.425574 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.4] INFO:root:Epoch[74] Elapsed time 4.958 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.400887 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.37] INFO:root:Epoch[75] Elapsed time 4.868 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.368141 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.44] INFO:root:Epoch[76] Elapsed time 4.789 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.443003 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.44] INFO:root:Epoch[77] Elapsed time 4.795 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.435531 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.43] INFO:root:Epoch[78] Elapsed time 4.761 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.426000 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.4] INFO:root:Epoch[79] Elapsed time 4.812 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.397383 INFO:root:Epoch[80] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.18it/s, avg_epoch_loss=5.41] INFO:root:Epoch[80] Elapsed time 4.724 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.411231 INFO:root:Epoch[81] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.45] INFO:root:Epoch[81] Elapsed time 4.808 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.448398 INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.42] INFO:root:Epoch[82] Elapsed time 4.858 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.415187 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.39] INFO:root:Epoch[83] Elapsed time 4.891 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.389382 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.38] INFO:root:Epoch[84] Elapsed time 4.916 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.381796 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.46] INFO:root:Epoch[85] Elapsed time 4.871 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.459388 INFO:root:Loading parameters from best epoch (75) INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.45] INFO:root:Epoch[86] Elapsed time 4.844 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.449556 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.4] INFO:root:Epoch[87] Elapsed time 5.255 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.400294 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.37] INFO:root:Epoch[88] Elapsed time 5.148 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.366622 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.48] INFO:root:Epoch[89] Elapsed time 4.813 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.482318 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 21.29it/s, avg_epoch_loss=5.43] INFO:root:Epoch[90] Elapsed time 4.699 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.434616 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.39] INFO:root:Epoch[91] Elapsed time 4.799 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.386935 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 21.13it/s, avg_epoch_loss=5.37] INFO:root:Epoch[92] Elapsed time 4.734 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.366550 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.46] INFO:root:Epoch[93] Elapsed time 4.828 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.459084 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 21.37it/s, avg_epoch_loss=5.42] INFO:root:Epoch[94] Elapsed time 4.681 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.417606 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 21.11it/s, avg_epoch_loss=5.39] INFO:root:Epoch[95] Elapsed time 4.740 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.389589 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 21.22it/s, avg_epoch_loss=5.38] INFO:root:Epoch[96] Elapsed time 4.716 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.382644 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.43] INFO:root:Epoch[97] Elapsed time 4.905 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.426002 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.38] INFO:root:Epoch[98] Elapsed time 4.847 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.380623 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.43] INFO:root:Epoch[99] Elapsed time 4.917 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.430628 INFO:root:Loading parameters from best epoch (92) INFO:root:Final loss: 5.36654993057251 (occurred at epoch 92) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:45<00:00, 25.61it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.671366 0.034296 42.969599 0.029475 0.013932 seed epochs num_batches 0 44 100 100 Seed: 45
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 22.45it/s, avg_epoch_loss=7.28] INFO:root:Epoch[0] Elapsed time 4.457 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.276431 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=6.47] INFO:root:Epoch[1] Elapsed time 4.893 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.465541 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=6.46] INFO:root:Epoch[2] Elapsed time 4.919 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.455441 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=6.37] INFO:root:Epoch[3] Elapsed time 4.837 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.368487 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=6.3] INFO:root:Epoch[4] Elapsed time 4.853 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.300206 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.23] INFO:root:Epoch[5] Elapsed time 4.868 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.226234 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.33] INFO:root:Epoch[6] Elapsed time 4.909 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.328497 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.05it/s, avg_epoch_loss=6.11] INFO:root:Epoch[7] Elapsed time 4.752 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.114633 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=6.16] INFO:root:Epoch[8] Elapsed time 4.866 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.155781 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=6.08] INFO:root:Epoch[9] Elapsed time 4.880 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.080563 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.13] INFO:root:Epoch[10] Elapsed time 5.013 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.126713 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.99] INFO:root:Epoch[11] Elapsed time 4.906 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.990958 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.96] INFO:root:Epoch[12] Elapsed time 4.873 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.964160 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.92] INFO:root:Epoch[13] Elapsed time 5.034 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.920176 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.99] INFO:root:Epoch[14] Elapsed time 4.906 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.993812 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.09] INFO:root:Epoch[15] Elapsed time 4.892 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.090631 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.96] INFO:root:Epoch[16] Elapsed time 4.924 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.959383 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.87] INFO:root:Epoch[17] Elapsed time 4.796 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.865631 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.96it/s, avg_epoch_loss=5.92] INFO:root:Epoch[18] Elapsed time 4.773 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.920319 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.03] INFO:root:Epoch[19] Elapsed time 4.899 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.033742 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.88] INFO:root:Epoch[20] Elapsed time 4.889 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.879809 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.84] INFO:root:Epoch[21] Elapsed time 4.932 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.835346 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.86] INFO:root:Epoch[22] Elapsed time 4.841 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.858338 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.86] INFO:root:Epoch[23] Elapsed time 4.917 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.860571 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.98it/s, avg_epoch_loss=5.8] INFO:root:Epoch[24] Elapsed time 4.767 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.800287 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.85] INFO:root:Epoch[25] Elapsed time 5.031 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.847364 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.88] INFO:root:Epoch[26] Elapsed time 4.959 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.878353 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.83] INFO:root:Epoch[27] Elapsed time 5.031 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.831786 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=5.86] INFO:root:Epoch[28] Elapsed time 5.294 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.862491 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.79] INFO:root:Epoch[29] Elapsed time 4.921 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.791204 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.77] INFO:root:Epoch[30] Elapsed time 4.862 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.769843 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.83] INFO:root:Epoch[31] Elapsed time 4.929 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.828908 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.76] INFO:root:Epoch[32] Elapsed time 4.818 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.759106 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.84] INFO:root:Epoch[33] Elapsed time 4.831 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.838245 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.66] INFO:root:Epoch[34] Elapsed time 4.869 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.662680 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.21it/s, avg_epoch_loss=5.8] INFO:root:Epoch[35] Elapsed time 4.717 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.800959 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.69] INFO:root:Epoch[36] Elapsed time 4.829 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.691154 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.69] INFO:root:Epoch[37] Elapsed time 4.874 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.685233 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.65] INFO:root:Epoch[38] Elapsed time 4.894 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.653889 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.73] INFO:root:Epoch[39] Elapsed time 4.932 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.726127 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.79] INFO:root:Epoch[40] Elapsed time 4.940 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.786563 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.68] INFO:root:Epoch[41] Elapsed time 4.793 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.682389 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.66] INFO:root:Epoch[42] Elapsed time 4.950 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.658141 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.10it/s, avg_epoch_loss=5.65] INFO:root:Epoch[43] Elapsed time 4.741 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.646001 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.71] INFO:root:Epoch[44] Elapsed time 4.971 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.709454 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.67] INFO:root:Epoch[45] Elapsed time 4.833 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.666038 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.66] INFO:root:Epoch[46] Elapsed time 4.914 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.657957 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.7] INFO:root:Epoch[47] Elapsed time 4.904 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.702735 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.74] INFO:root:Epoch[48] Elapsed time 4.884 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.739992 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.01it/s, avg_epoch_loss=5.6] INFO:root:Epoch[49] Elapsed time 4.762 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.598430 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.68] INFO:root:Epoch[50] Elapsed time 4.830 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.682453 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.65] INFO:root:Epoch[51] Elapsed time 4.798 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.651745 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.69] INFO:root:Epoch[52] Elapsed time 4.822 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.686975 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.13it/s, avg_epoch_loss=5.61] INFO:root:Epoch[53] Elapsed time 4.736 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.609043 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.97it/s, avg_epoch_loss=5.66] INFO:root:Epoch[54] Elapsed time 4.771 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.656085 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.05it/s, avg_epoch_loss=5.61] INFO:root:Epoch[55] Elapsed time 4.753 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.614795 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.74] INFO:root:Epoch[56] Elapsed time 4.907 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.743425 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.65] INFO:root:Epoch[57] Elapsed time 4.785 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.647321 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.64] INFO:root:Epoch[58] Elapsed time 4.879 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.637710 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.61] INFO:root:Epoch[59] Elapsed time 4.811 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.614938 INFO:root:Loading parameters from best epoch (49) INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.64] INFO:root:Epoch[60] Elapsed time 4.835 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.640929 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.12it/s, avg_epoch_loss=5.55] INFO:root:Epoch[61] Elapsed time 4.738 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.551133 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.57] INFO:root:Epoch[62] Elapsed time 4.877 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.572488 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.56] INFO:root:Epoch[63] Elapsed time 4.894 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.564929 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.66] INFO:root:Epoch[64] Elapsed time 5.136 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.660523 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.59] INFO:root:Epoch[65] Elapsed time 5.089 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.593900 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.55] INFO:root:Epoch[66] Elapsed time 4.915 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.550101 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.55] INFO:root:Epoch[67] Elapsed time 5.002 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.549741 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.56] INFO:root:Epoch[68] Elapsed time 4.929 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.562402 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.56] INFO:root:Epoch[69] Elapsed time 4.989 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.558772 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.57] INFO:root:Epoch[70] Elapsed time 4.898 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.568051 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.54] INFO:root:Epoch[71] Elapsed time 5.046 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.543987 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.53] INFO:root:Epoch[72] Elapsed time 4.974 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.528784 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.66] INFO:root:Epoch[73] Elapsed time 5.002 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.659761 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.54] INFO:root:Epoch[74] Elapsed time 4.931 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.544116 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.55] INFO:root:Epoch[75] Elapsed time 5.111 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.551022 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.59] INFO:root:Epoch[76] Elapsed time 5.040 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.586649 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.59] INFO:root:Epoch[77] Elapsed time 5.044 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.591754 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.09it/s, avg_epoch_loss=5.57] INFO:root:Epoch[78] Elapsed time 4.744 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.573517 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.10it/s, avg_epoch_loss=5.48] INFO:root:Epoch[79] Elapsed time 4.741 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.476222 INFO:root:Epoch[80] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.52] INFO:root:Epoch[80] Elapsed time 4.931 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.524942 INFO:root:Epoch[81] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.53] INFO:root:Epoch[81] Elapsed time 4.761 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.531499 INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.57] INFO:root:Epoch[82] Elapsed time 4.777 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.568076 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.54] INFO:root:Epoch[83] Elapsed time 4.882 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.535543 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.56] INFO:root:Epoch[84] Elapsed time 4.949 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.559562 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.54] INFO:root:Epoch[85] Elapsed time 4.832 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.542894 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.55] INFO:root:Epoch[86] Elapsed time 4.839 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.553694 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.20it/s, avg_epoch_loss=5.54] INFO:root:Epoch[87] Elapsed time 4.720 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.540315 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.5] INFO:root:Epoch[88] Elapsed time 4.869 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.500616 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.48] INFO:root:Epoch[89] Elapsed time 4.897 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.476650 INFO:root:Loading parameters from best epoch (79) INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.58] INFO:root:Epoch[90] Elapsed time 4.877 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.578382 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.5] INFO:root:Epoch[91] Elapsed time 4.803 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.496574 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.47] INFO:root:Epoch[92] Elapsed time 4.866 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.471101 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.51] INFO:root:Epoch[93] Elapsed time 4.921 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.509734 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.55] INFO:root:Epoch[94] Elapsed time 4.893 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.551287 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.5] INFO:root:Epoch[95] Elapsed time 4.857 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.504892 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.48] INFO:root:Epoch[96] Elapsed time 4.900 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.484719 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.52] INFO:root:Epoch[97] Elapsed time 4.836 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.520065 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.58] INFO:root:Epoch[98] Elapsed time 4.918 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.580511 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.48] INFO:root:Epoch[99] Elapsed time 4.781 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.479269 INFO:root:Loading parameters from best epoch (92) INFO:root:Final loss: 5.471101002693176 (occurred at epoch 92) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.29it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.263473 0.031126 46.548207 0.026946 0.013561 seed epochs num_batches 0 45 100 100 Seed: 46
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 22.12it/s, avg_epoch_loss=7.42] INFO:root:Epoch[0] Elapsed time 4.523 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.417712 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=6.58] INFO:root:Epoch[1] Elapsed time 4.850 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.575814 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=6.52] INFO:root:Epoch[2] Elapsed time 4.785 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.522139 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.27it/s, avg_epoch_loss=6.37] INFO:root:Epoch[3] Elapsed time 4.705 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.367299 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.61it/s, avg_epoch_loss=6.36] INFO:root:Epoch[4] Elapsed time 5.375 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.358828 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=6.26] INFO:root:Epoch[5] Elapsed time 4.783 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.256351 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.27] INFO:root:Epoch[6] Elapsed time 4.937 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.266776 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.21it/s, avg_epoch_loss=6.15] INFO:root:Epoch[7] Elapsed time 4.717 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.150137 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.04it/s, avg_epoch_loss=6.1] INFO:root:Epoch[8] Elapsed time 4.755 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.097656 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.33it/s, avg_epoch_loss=6.05] INFO:root:Epoch[9] Elapsed time 4.690 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.051336 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=6.09] INFO:root:Epoch[10] Elapsed time 4.796 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.088739 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.36it/s, avg_epoch_loss=6.02] INFO:root:Epoch[11] Elapsed time 4.685 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.019439 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.96] INFO:root:Epoch[12] Elapsed time 4.796 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.960045 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.94] INFO:root:Epoch[13] Elapsed time 4.913 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.943450 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.99] INFO:root:Epoch[14] Elapsed time 4.929 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.992290 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.52it/s, avg_epoch_loss=5.84] INFO:root:Epoch[15] Elapsed time 4.649 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.839037 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.87] INFO:root:Epoch[16] Elapsed time 4.852 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.867735 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.84] INFO:root:Epoch[17] Elapsed time 4.783 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.839886 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.88] INFO:root:Epoch[18] Elapsed time 4.804 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.881023 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.31it/s, avg_epoch_loss=5.8] INFO:root:Epoch[19] Elapsed time 4.697 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.798569 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.73] INFO:root:Epoch[20] Elapsed time 4.965 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.728812 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.72] INFO:root:Epoch[21] Elapsed time 4.910 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.715943 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.79] INFO:root:Epoch[22] Elapsed time 4.820 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.791001 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.64] INFO:root:Epoch[23] Elapsed time 5.014 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.643694 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.65] INFO:root:Epoch[24] Elapsed time 4.884 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.653882 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.64] INFO:root:Epoch[25] Elapsed time 4.962 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.635357 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.62] INFO:root:Epoch[26] Elapsed time 4.911 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.622784 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.71] INFO:root:Epoch[27] Elapsed time 4.968 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.706772 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.59] INFO:root:Epoch[28] Elapsed time 4.848 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.592949 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.62] INFO:root:Epoch[29] Elapsed time 4.887 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.622810 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.63] INFO:root:Epoch[30] Elapsed time 4.816 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.625314 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.68] INFO:root:Epoch[31] Elapsed time 4.929 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.675578 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.61] INFO:root:Epoch[32] Elapsed time 4.785 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.607775 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.59] INFO:root:Epoch[33] Elapsed time 4.931 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.585723 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.59] INFO:root:Epoch[34] Elapsed time 4.913 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.594405 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.61] INFO:root:Epoch[35] Elapsed time 5.049 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.608103 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.90it/s, avg_epoch_loss=5.58] INFO:root:Epoch[36] Elapsed time 4.788 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.581853 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.56] INFO:root:Epoch[37] Elapsed time 4.942 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.556555 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.51] INFO:root:Epoch[38] Elapsed time 4.853 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.513012 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.56] INFO:root:Epoch[39] Elapsed time 4.926 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.557769 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.53] INFO:root:Epoch[40] Elapsed time 4.844 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.532634 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.31it/s, avg_epoch_loss=5.49] INFO:root:Epoch[41] Elapsed time 5.464 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.492748 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.49] INFO:root:Epoch[42] Elapsed time 4.758 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.490577 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.52] INFO:root:Epoch[43] Elapsed time 4.780 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.517076 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.47] INFO:root:Epoch[44] Elapsed time 4.843 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.471633 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.49] INFO:root:Epoch[45] Elapsed time 4.958 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.485817 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.51] INFO:root:Epoch[46] Elapsed time 4.914 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.510950 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.55] INFO:root:Epoch[47] Elapsed time 4.901 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.549415 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.48] INFO:root:Epoch[48] Elapsed time 4.803 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.475076 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.47] INFO:root:Epoch[49] Elapsed time 4.948 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.469599 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.06it/s, avg_epoch_loss=5.48] INFO:root:Epoch[50] Elapsed time 4.751 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.480569 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.5] INFO:root:Epoch[51] Elapsed time 4.897 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.500866 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.00it/s, avg_epoch_loss=5.47] INFO:root:Epoch[52] Elapsed time 4.764 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.465447 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.53] INFO:root:Epoch[53] Elapsed time 4.998 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.527382 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.16it/s, avg_epoch_loss=5.47] INFO:root:Epoch[54] Elapsed time 4.728 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.465108 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.54] INFO:root:Epoch[55] Elapsed time 4.976 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.541056 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.28it/s, avg_epoch_loss=5.53] INFO:root:Epoch[56] Elapsed time 4.700 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.534076 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.46] INFO:root:Epoch[57] Elapsed time 4.895 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.463332 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.41] INFO:root:Epoch[58] Elapsed time 4.946 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.413642 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.18it/s, avg_epoch_loss=5.54] INFO:root:Epoch[59] Elapsed time 4.723 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.542583 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.45] INFO:root:Epoch[60] Elapsed time 4.778 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.447716 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.29it/s, avg_epoch_loss=5.44] INFO:root:Epoch[61] Elapsed time 4.699 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.441098 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.09it/s, avg_epoch_loss=5.42] INFO:root:Epoch[62] Elapsed time 4.744 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.418776 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.26it/s, avg_epoch_loss=5.49] INFO:root:Epoch[63] Elapsed time 4.707 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.493568 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.47] INFO:root:Epoch[64] Elapsed time 4.800 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.471138 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.47] INFO:root:Epoch[65] Elapsed time 4.844 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.471560 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.43] INFO:root:Epoch[66] Elapsed time 4.975 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.432452 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.43] INFO:root:Epoch[67] Elapsed time 4.859 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.434987 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.48] INFO:root:Epoch[68] Elapsed time 4.932 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.480459 INFO:root:Loading parameters from best epoch (58) INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.30it/s, avg_epoch_loss=5.44] INFO:root:Epoch[69] Elapsed time 4.697 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.441471 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.44] INFO:root:Epoch[70] Elapsed time 4.794 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.435141 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.04it/s, avg_epoch_loss=5.41] INFO:root:Epoch[71] Elapsed time 4.756 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.411444 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.46] INFO:root:Epoch[72] Elapsed time 4.851 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.463363 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.35it/s, avg_epoch_loss=5.37] INFO:root:Epoch[73] Elapsed time 4.687 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.373312 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.43] INFO:root:Epoch[74] Elapsed time 4.782 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.425339 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.43] INFO:root:Epoch[75] Elapsed time 4.897 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.429918 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.47] INFO:root:Epoch[76] Elapsed time 4.966 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.473453 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.42] INFO:root:Epoch[77] Elapsed time 4.833 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.419533 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.95it/s, avg_epoch_loss=5.37] INFO:root:Epoch[78] Elapsed time 5.573 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.371096 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.41] INFO:root:Epoch[79] Elapsed time 4.863 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.413555 INFO:root:Epoch[80] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.47] INFO:root:Epoch[80] Elapsed time 4.968 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.467470 INFO:root:Epoch[81] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.4] INFO:root:Epoch[81] Elapsed time 4.806 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.399926 INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.36] INFO:root:Epoch[82] Elapsed time 4.885 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.360927 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.4] INFO:root:Epoch[83] Elapsed time 4.964 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.395842 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.48] INFO:root:Epoch[84] Elapsed time 4.882 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.475495 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.42] INFO:root:Epoch[85] Elapsed time 4.776 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.419142 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.42] INFO:root:Epoch[86] Elapsed time 4.792 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.418596 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.46it/s, avg_epoch_loss=5.38] INFO:root:Epoch[87] Elapsed time 4.663 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.378796 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.45] INFO:root:Epoch[88] Elapsed time 4.857 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.454366 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.47] INFO:root:Epoch[89] Elapsed time 4.875 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.472656 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.42] INFO:root:Epoch[90] Elapsed time 4.759 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.416002 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.96it/s, avg_epoch_loss=5.33] INFO:root:Epoch[91] Elapsed time 4.773 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.333380 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.09it/s, avg_epoch_loss=5.47] INFO:root:Epoch[92] Elapsed time 4.744 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.474907 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.33it/s, avg_epoch_loss=5.45] INFO:root:Epoch[93] Elapsed time 4.690 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.450027 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.37] INFO:root:Epoch[94] Elapsed time 4.854 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.370330 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.36] INFO:root:Epoch[95] Elapsed time 4.804 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.358619 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.51] INFO:root:Epoch[96] Elapsed time 4.899 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.507427 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.4] INFO:root:Epoch[97] Elapsed time 4.826 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.402356 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.41] INFO:root:Epoch[98] Elapsed time 4.892 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.414740 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.38] INFO:root:Epoch[99] Elapsed time 4.898 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.383852 INFO:root:Loading parameters from best epoch (91) INFO:root:Final loss: 5.333379907608032 (occurred at epoch 91) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:44<00:00, 25.67it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.264955 0.031875 38.918847 0.027141 0.012997 seed epochs num_batches 0 46 100 100 Seed: 47
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 21.79it/s, avg_epoch_loss=7.07] INFO:root:Epoch[0] Elapsed time 4.591 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.072772 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.57] INFO:root:Epoch[1] Elapsed time 4.934 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.570054 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.48] INFO:root:Epoch[2] Elapsed time 4.921 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.479136 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=6.35] INFO:root:Epoch[3] Elapsed time 4.859 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.345189 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.33] INFO:root:Epoch[4] Elapsed time 4.920 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.333565 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.26] INFO:root:Epoch[5] Elapsed time 4.965 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.256826 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.3] INFO:root:Epoch[6] Elapsed time 4.963 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.300561 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=6.18] INFO:root:Epoch[7] Elapsed time 4.893 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.175202 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.07] INFO:root:Epoch[8] Elapsed time 5.067 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.069242 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.06] INFO:root:Epoch[9] Elapsed time 4.922 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.057805 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.05] INFO:root:Epoch[10] Elapsed time 4.943 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.049748 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.05] INFO:root:Epoch[11] Elapsed time 5.000 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.054724 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.99] INFO:root:Epoch[12] Elapsed time 4.888 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.994842 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.93] INFO:root:Epoch[13] Elapsed time 4.986 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.928292 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.93] INFO:root:Epoch[14] Elapsed time 4.935 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.925790 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.98] INFO:root:Epoch[15] Elapsed time 4.939 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.978433 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.93] INFO:root:Epoch[16] Elapsed time 4.842 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.934497 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.89] INFO:root:Epoch[17] Elapsed time 4.889 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.885120 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=5.9] INFO:root:Epoch[18] Elapsed time 5.449 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.903165 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.9] INFO:root:Epoch[19] Elapsed time 4.956 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.904982 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.85] INFO:root:Epoch[20] Elapsed time 4.898 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.849713 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.8] INFO:root:Epoch[21] Elapsed time 4.904 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.799482 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.81] INFO:root:Epoch[22] Elapsed time 4.825 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.806788 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.88] INFO:root:Epoch[23] Elapsed time 4.892 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.881783 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.74] INFO:root:Epoch[24] Elapsed time 4.880 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.737768 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.72] INFO:root:Epoch[25] Elapsed time 5.047 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.721198 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.77] INFO:root:Epoch[26] Elapsed time 4.902 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.771701 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.78] INFO:root:Epoch[27] Elapsed time 4.828 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.778506 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.69] INFO:root:Epoch[28] Elapsed time 4.861 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.686490 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.77] INFO:root:Epoch[29] Elapsed time 4.957 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.774061 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.74] INFO:root:Epoch[30] Elapsed time 4.958 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.742787 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.73] INFO:root:Epoch[31] Elapsed time 4.804 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.726574 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.19it/s, avg_epoch_loss=5.63] INFO:root:Epoch[32] Elapsed time 4.722 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.631538 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.6] INFO:root:Epoch[33] Elapsed time 4.799 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.598382 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.6] INFO:root:Epoch[34] Elapsed time 4.856 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.601795 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.65] INFO:root:Epoch[35] Elapsed time 4.972 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.647330 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.31it/s, avg_epoch_loss=5.67] INFO:root:Epoch[36] Elapsed time 4.696 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.666175 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.7] INFO:root:Epoch[37] Elapsed time 4.810 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.704813 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.29it/s, avg_epoch_loss=5.59] INFO:root:Epoch[38] Elapsed time 4.701 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.585818 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.61] INFO:root:Epoch[39] Elapsed time 4.945 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.610568 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.07it/s, avg_epoch_loss=5.63] INFO:root:Epoch[40] Elapsed time 4.748 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.628149 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.6] INFO:root:Epoch[41] Elapsed time 4.858 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.603512 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.52] INFO:root:Epoch[42] Elapsed time 4.795 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.519106 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.62] INFO:root:Epoch[43] Elapsed time 5.019 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.621729 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.58] INFO:root:Epoch[44] Elapsed time 4.846 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.584716 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.58] INFO:root:Epoch[45] Elapsed time 4.870 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.578586 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.51] INFO:root:Epoch[46] Elapsed time 4.826 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.511692 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.58] INFO:root:Epoch[47] Elapsed time 4.850 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.582977 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.6] INFO:root:Epoch[48] Elapsed time 4.822 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.600515 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.27it/s, avg_epoch_loss=5.55] INFO:root:Epoch[49] Elapsed time 4.703 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.554012 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.51] INFO:root:Epoch[50] Elapsed time 4.877 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.506727 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.06it/s, avg_epoch_loss=5.53] INFO:root:Epoch[51] Elapsed time 4.750 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.534446 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.56] INFO:root:Epoch[52] Elapsed time 4.801 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.561669 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.52] INFO:root:Epoch[53] Elapsed time 4.900 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.518678 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.54] INFO:root:Epoch[54] Elapsed time 4.888 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.539979 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=5.49] INFO:root:Epoch[55] Elapsed time 5.417 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.493055 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.59] INFO:root:Epoch[56] Elapsed time 4.961 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.593527 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.51] INFO:root:Epoch[57] Elapsed time 4.922 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.511527 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.5] INFO:root:Epoch[58] Elapsed time 4.926 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.497988 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.45] INFO:root:Epoch[59] Elapsed time 4.950 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.450535 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.54] INFO:root:Epoch[60] Elapsed time 4.891 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.543130 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.46] INFO:root:Epoch[61] Elapsed time 4.815 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.461038 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.44] INFO:root:Epoch[62] Elapsed time 5.047 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.435095 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.5] INFO:root:Epoch[63] Elapsed time 4.880 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.497465 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.58] INFO:root:Epoch[64] Elapsed time 4.970 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.577766 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.5] INFO:root:Epoch[65] Elapsed time 4.929 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.496690 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.46] INFO:root:Epoch[66] Elapsed time 4.937 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.461708 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.44] INFO:root:Epoch[67] Elapsed time 5.060 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.444819 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.51] INFO:root:Epoch[68] Elapsed time 4.853 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.509801 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.46] INFO:root:Epoch[69] Elapsed time 4.900 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.455145 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.48] INFO:root:Epoch[70] Elapsed time 4.854 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.482429 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.43] INFO:root:Epoch[71] Elapsed time 4.977 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.434488 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.47] INFO:root:Epoch[72] Elapsed time 4.784 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.466121 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.48] INFO:root:Epoch[73] Elapsed time 4.960 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.480082 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.45] INFO:root:Epoch[74] Elapsed time 4.852 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.447440 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.47] INFO:root:Epoch[75] Elapsed time 4.949 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.472706 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.46] INFO:root:Epoch[76] Elapsed time 4.847 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.456877 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.48] INFO:root:Epoch[77] Elapsed time 5.015 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.478490 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.46] INFO:root:Epoch[78] Elapsed time 4.812 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.464307 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.90it/s, avg_epoch_loss=5.44] INFO:root:Epoch[79] Elapsed time 4.786 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.441405 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.10it/s, avg_epoch_loss=5.45] INFO:root:Epoch[80] Elapsed time 4.740 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.448593 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.48] INFO:root:Epoch[81] Elapsed time 4.822 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.478537 INFO:root:Loading parameters from best epoch (71) INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.08it/s, avg_epoch_loss=5.42] INFO:root:Epoch[82] Elapsed time 4.747 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.420273 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.4] INFO:root:Epoch[83] Elapsed time 4.969 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.401739 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.42] INFO:root:Epoch[84] Elapsed time 4.877 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.422050 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.48] INFO:root:Epoch[85] Elapsed time 4.991 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.477905 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.4] INFO:root:Epoch[86] Elapsed time 4.846 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.400895 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.98it/s, avg_epoch_loss=5.41] INFO:root:Epoch[87] Elapsed time 4.768 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.406782 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.43] INFO:root:Epoch[88] Elapsed time 4.818 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.430460 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.46] INFO:root:Epoch[89] Elapsed time 4.915 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.463010 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.42] INFO:root:Epoch[90] Elapsed time 4.874 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.416460 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.75it/s, avg_epoch_loss=5.38] INFO:root:Epoch[91] Elapsed time 5.636 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.383617 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.39] INFO:root:Epoch[92] Elapsed time 4.807 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.388367 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.46] INFO:root:Epoch[93] Elapsed time 4.852 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.458255 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.01it/s, avg_epoch_loss=5.4] INFO:root:Epoch[94] Elapsed time 4.762 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.403969 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.43] INFO:root:Epoch[95] Elapsed time 4.829 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.429977 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.07it/s, avg_epoch_loss=5.41] INFO:root:Epoch[96] Elapsed time 4.748 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.414828 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.48] INFO:root:Epoch[97] Elapsed time 4.944 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.484757 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.41] INFO:root:Epoch[98] Elapsed time 4.916 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.407379 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.4] INFO:root:Epoch[99] Elapsed time 5.037 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.400328 INFO:root:Loading parameters from best epoch (91) INFO:root:Final loss: 5.3836168193817135 (occurred at epoch 91) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:48<00:00, 25.15it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 3.544887 0.03357 41.502963 0.029327 0.014049 47 epochs num_batches 0 100 100 Seed: 48
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 22.47it/s, avg_epoch_loss=7.19] INFO:root:Epoch[0] Elapsed time 4.452 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.187707 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=6.55] INFO:root:Epoch[1] Elapsed time 4.815 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.551663 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.53] INFO:root:Epoch[2] Elapsed time 4.895 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.527015 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.40it/s, avg_epoch_loss=6.44] INFO:root:Epoch[3] Elapsed time 4.675 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.439205 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=6.41] INFO:root:Epoch[4] Elapsed time 4.827 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.408944 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=6.29] INFO:root:Epoch[5] Elapsed time 4.801 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.285061 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.33] INFO:root:Epoch[6] Elapsed time 4.889 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.331740 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=6.21] INFO:root:Epoch[7] Elapsed time 4.821 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.210402 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.13] INFO:root:Epoch[8] Elapsed time 4.987 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.131426 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.15] INFO:root:Epoch[9] Elapsed time 4.910 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.150198 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.17] INFO:root:Epoch[10] Elapsed time 4.949 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.169244 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=6.06] INFO:root:Epoch[11] Elapsed time 4.812 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.061689 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.97] INFO:root:Epoch[12] Elapsed time 4.997 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.974878 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.94] INFO:root:Epoch[13] Elapsed time 4.759 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.938677 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=6] INFO:root:Epoch[14] Elapsed time 4.777 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.998278 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.29it/s, avg_epoch_loss=6] INFO:root:Epoch[15] Elapsed time 4.700 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.996684 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.9] INFO:root:Epoch[16] Elapsed time 4.845 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.900930 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.95] INFO:root:Epoch[17] Elapsed time 4.870 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.948848 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.96] INFO:root:Epoch[18] Elapsed time 4.795 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.960638 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.91] INFO:root:Epoch[19] Elapsed time 4.900 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.905532 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.79] INFO:root:Epoch[20] Elapsed time 4.767 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.786946 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.9] INFO:root:Epoch[21] Elapsed time 4.823 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.898872 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.84] INFO:root:Epoch[22] Elapsed time 4.872 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.836713 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.84] INFO:root:Epoch[23] Elapsed time 4.850 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.843873 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.77] INFO:root:Epoch[24] Elapsed time 4.759 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.765591 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.76] INFO:root:Epoch[25] Elapsed time 4.985 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.763601 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.8] INFO:root:Epoch[26] Elapsed time 4.817 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.801121 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.10it/s, avg_epoch_loss=5.86] INFO:root:Epoch[27] Elapsed time 4.740 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.864271 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.11it/s, avg_epoch_loss=5.7] INFO:root:Epoch[28] Elapsed time 4.739 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.695838 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.69] INFO:root:Epoch[29] Elapsed time 4.776 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.691526 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.76] INFO:root:Epoch[30] Elapsed time 4.922 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.762740 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.26it/s, avg_epoch_loss=5.71] INFO:root:Epoch[31] Elapsed time 5.478 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.707311 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.66] INFO:root:Epoch[32] Elapsed time 4.853 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.655167 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.7] INFO:root:Epoch[33] Elapsed time 4.796 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.698603 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.65] INFO:root:Epoch[34] Elapsed time 4.766 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.648688 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.72] INFO:root:Epoch[35] Elapsed time 4.775 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.719097 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.32it/s, avg_epoch_loss=5.62] INFO:root:Epoch[36] Elapsed time 4.693 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.618815 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.69] INFO:root:Epoch[37] Elapsed time 4.756 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.689385 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.39it/s, avg_epoch_loss=5.74] INFO:root:Epoch[38] Elapsed time 4.678 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.735353 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.72] INFO:root:Epoch[39] Elapsed time 4.891 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.716039 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.45it/s, avg_epoch_loss=5.63] INFO:root:Epoch[40] Elapsed time 4.664 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.629382 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.61] INFO:root:Epoch[41] Elapsed time 4.841 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.605042 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.59] INFO:root:Epoch[42] Elapsed time 4.877 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.591268 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.68] INFO:root:Epoch[43] Elapsed time 4.909 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.681352 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.56] INFO:root:Epoch[44] Elapsed time 4.885 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.563151 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.61] INFO:root:Epoch[45] Elapsed time 4.966 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.614096 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.54] INFO:root:Epoch[46] Elapsed time 4.835 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.544957 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.72] INFO:root:Epoch[47] Elapsed time 4.965 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.718604 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.56] INFO:root:Epoch[48] Elapsed time 4.789 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.556353 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.55] INFO:root:Epoch[49] Elapsed time 4.904 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.550044 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.51] INFO:root:Epoch[50] Elapsed time 4.941 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.508020 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.63] INFO:root:Epoch[51] Elapsed time 4.815 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.631665 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.55] INFO:root:Epoch[52] Elapsed time 4.806 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.552859 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.59] INFO:root:Epoch[53] Elapsed time 4.970 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.585428 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.49] INFO:root:Epoch[54] Elapsed time 4.941 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.485680 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.57] INFO:root:Epoch[55] Elapsed time 4.845 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.574091 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.54] INFO:root:Epoch[56] Elapsed time 4.914 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.538514 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.52] INFO:root:Epoch[57] Elapsed time 4.813 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.516342 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.53] INFO:root:Epoch[58] Elapsed time 5.015 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.528464 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.52] INFO:root:Epoch[59] Elapsed time 4.895 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.521693 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.54] INFO:root:Epoch[60] Elapsed time 4.834 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.542000 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.39it/s, avg_epoch_loss=5.5] INFO:root:Epoch[61] Elapsed time 4.676 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.498067 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.55] INFO:root:Epoch[62] Elapsed time 4.786 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.545174 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.25it/s, avg_epoch_loss=5.49] INFO:root:Epoch[63] Elapsed time 4.707 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.493240 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.52] INFO:root:Epoch[64] Elapsed time 4.767 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.524274 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.28it/s, avg_epoch_loss=5.51] INFO:root:Epoch[65] Elapsed time 4.702 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.513486 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.15it/s, avg_epoch_loss=5.48] INFO:root:Epoch[66] Elapsed time 4.728 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.480785 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.45] INFO:root:Epoch[67] Elapsed time 4.794 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.451649 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=5.48] INFO:root:Epoch[68] Elapsed time 5.431 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.484139 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.42it/s, avg_epoch_loss=5.51] INFO:root:Epoch[69] Elapsed time 4.670 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.514424 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.45] INFO:root:Epoch[70] Elapsed time 4.783 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.447900 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.5] INFO:root:Epoch[71] Elapsed time 4.896 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.495733 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.46] INFO:root:Epoch[72] Elapsed time 4.852 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.458688 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.49] INFO:root:Epoch[73] Elapsed time 4.844 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.488733 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.45] INFO:root:Epoch[74] Elapsed time 4.781 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.448739 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.08it/s, avg_epoch_loss=5.47] INFO:root:Epoch[75] Elapsed time 4.747 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.467526 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.5] INFO:root:Epoch[76] Elapsed time 5.000 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.496267 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.47] INFO:root:Epoch[77] Elapsed time 5.008 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.471915 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.48] INFO:root:Epoch[78] Elapsed time 4.963 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.475845 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.47] INFO:root:Epoch[79] Elapsed time 4.781 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.469306 INFO:root:Epoch[80] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.55] INFO:root:Epoch[80] Elapsed time 4.814 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.547577 INFO:root:Loading parameters from best epoch (70) INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 21.26it/s, avg_epoch_loss=5.44] INFO:root:Epoch[81] Elapsed time 4.707 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.444029 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.45] INFO:root:Epoch[82] Elapsed time 4.793 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.454666 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.44] INFO:root:Epoch[83] Elapsed time 4.839 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.438304 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.5] INFO:root:Epoch[84] Elapsed time 4.826 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.496955 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.49] INFO:root:Epoch[85] Elapsed time 4.867 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.485394 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.45] INFO:root:Epoch[86] Elapsed time 4.999 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.454050 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.41] INFO:root:Epoch[87] Elapsed time 4.920 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.412506 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.54] INFO:root:Epoch[88] Elapsed time 4.838 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.537996 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.46] INFO:root:Epoch[89] Elapsed time 4.784 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.463758 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.39] INFO:root:Epoch[90] Elapsed time 4.948 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.393112 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.45] INFO:root:Epoch[91] Elapsed time 4.928 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.446849 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.54] INFO:root:Epoch[92] Elapsed time 4.983 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.540860 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.45] INFO:root:Epoch[93] Elapsed time 4.816 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.449197 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.4] INFO:root:Epoch[94] Elapsed time 4.970 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.399938 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43] INFO:root:Epoch[95] Elapsed time 5.048 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.433413 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.46] INFO:root:Epoch[96] Elapsed time 4.948 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.460791 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.46] INFO:root:Epoch[97] Elapsed time 4.884 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.459442 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.43] INFO:root:Epoch[98] Elapsed time 4.898 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.427821 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.41] INFO:root:Epoch[99] Elapsed time 4.881 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.413588 INFO:root:Loading parameters from best epoch (90) INFO:root:Final loss: 5.393112287521363 (occurred at epoch 90) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.33it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 3.82502 0.035024 47.299009 0.031646 0.015622 48 epochs num_batches 0 100 100 Seed: 49
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 21.97it/s, avg_epoch_loss=7.1] INFO:root:Epoch[0] Elapsed time 4.554 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.100091 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.5] INFO:root:Epoch[1] Elapsed time 5.037 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.499785 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.44] INFO:root:Epoch[2] Elapsed time 5.052 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.437532 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=6.32] INFO:root:Epoch[3] Elapsed time 4.871 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.322444 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.24] INFO:root:Epoch[4] Elapsed time 4.966 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.236541 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.2] INFO:root:Epoch[5] Elapsed time 4.982 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.201319 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.31] INFO:root:Epoch[6] Elapsed time 4.867 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.305060 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.78it/s, avg_epoch_loss=6.19] INFO:root:Epoch[7] Elapsed time 5.627 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.187069 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.09] INFO:root:Epoch[8] Elapsed time 4.940 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.091614 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=6.08] INFO:root:Epoch[9] Elapsed time 4.826 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.075865 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=6.06] INFO:root:Epoch[10] Elapsed time 4.878 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.063490 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.04it/s, avg_epoch_loss=6.01] INFO:root:Epoch[11] Elapsed time 4.756 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.009045 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=6.05] INFO:root:Epoch[12] Elapsed time 4.802 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.054826 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.99] INFO:root:Epoch[13] Elapsed time 4.965 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.991095 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.01] INFO:root:Epoch[14] Elapsed time 4.952 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.007622 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.96] INFO:root:Epoch[15] Elapsed time 4.877 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.955238 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.9] INFO:root:Epoch[16] Elapsed time 5.002 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.901402 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.86] INFO:root:Epoch[17] Elapsed time 4.952 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.855612 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.88] INFO:root:Epoch[18] Elapsed time 5.005 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.878520 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.82] INFO:root:Epoch[19] Elapsed time 4.860 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.817434 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.76] INFO:root:Epoch[20] Elapsed time 4.943 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.761471 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.71] INFO:root:Epoch[21] Elapsed time 4.914 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.714009 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.8] INFO:root:Epoch[22] Elapsed time 4.926 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.801893 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.7] INFO:root:Epoch[23] Elapsed time 4.857 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.696124 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.65] INFO:root:Epoch[24] Elapsed time 4.959 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.654777 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.6] INFO:root:Epoch[25] Elapsed time 4.838 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.603757 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.68] INFO:root:Epoch[26] Elapsed time 4.942 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.683508 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.68] INFO:root:Epoch[27] Elapsed time 4.956 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.679378 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.64] INFO:root:Epoch[28] Elapsed time 4.777 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.640650 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.6] INFO:root:Epoch[29] Elapsed time 4.902 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.604694 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.58] INFO:root:Epoch[30] Elapsed time 4.886 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.578833 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.62] INFO:root:Epoch[31] Elapsed time 4.880 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.615996 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.18it/s, avg_epoch_loss=5.59] INFO:root:Epoch[32] Elapsed time 4.726 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.586555 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.6] INFO:root:Epoch[33] Elapsed time 4.844 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.600486 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.62] INFO:root:Epoch[34] Elapsed time 4.781 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.623284 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.61] INFO:root:Epoch[35] Elapsed time 4.892 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.609576 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.10it/s, avg_epoch_loss=5.57] INFO:root:Epoch[36] Elapsed time 4.743 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.567858 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.58] INFO:root:Epoch[37] Elapsed time 4.928 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.576613 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.55] INFO:root:Epoch[38] Elapsed time 4.830 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.550072 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.62] INFO:root:Epoch[39] Elapsed time 4.846 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.620821 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.5] INFO:root:Epoch[40] Elapsed time 4.950 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.495759 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.54] INFO:root:Epoch[41] Elapsed time 4.796 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.536656 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.56] INFO:root:Epoch[42] Elapsed time 4.895 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.564582 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.57] INFO:root:Epoch[43] Elapsed time 5.048 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.566396 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=5.49] INFO:root:Epoch[44] Elapsed time 5.453 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.493525 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.49] INFO:root:Epoch[45] Elapsed time 5.014 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.493138 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.49] INFO:root:Epoch[46] Elapsed time 4.874 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.489441 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.55] INFO:root:Epoch[47] Elapsed time 4.794 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.549655 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.5] INFO:root:Epoch[48] Elapsed time 4.962 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.495601 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.49] INFO:root:Epoch[49] Elapsed time 4.778 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.490338 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.46] INFO:root:Epoch[50] Elapsed time 4.846 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.456139 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.5] INFO:root:Epoch[51] Elapsed time 4.780 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.503215 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.49] INFO:root:Epoch[52] Elapsed time 4.783 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.491795 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.46] INFO:root:Epoch[53] Elapsed time 4.861 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.456802 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.47] INFO:root:Epoch[54] Elapsed time 5.021 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.467535 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.48] INFO:root:Epoch[55] Elapsed time 4.926 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.477648 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.54] INFO:root:Epoch[56] Elapsed time 4.945 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.541022 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.5] INFO:root:Epoch[57] Elapsed time 4.899 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.500516 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.47] INFO:root:Epoch[58] Elapsed time 4.916 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.468764 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.44] INFO:root:Epoch[59] Elapsed time 4.981 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.442890 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.51] INFO:root:Epoch[60] Elapsed time 4.965 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.506289 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.45] INFO:root:Epoch[61] Elapsed time 4.962 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.448557 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.45] INFO:root:Epoch[62] Elapsed time 5.054 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.450781 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.44] INFO:root:Epoch[63] Elapsed time 4.838 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.435346 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.5] INFO:root:Epoch[64] Elapsed time 5.115 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.500581 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.44] INFO:root:Epoch[65] Elapsed time 4.891 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.441810 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.45] INFO:root:Epoch[66] Elapsed time 4.989 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.448570 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.44] INFO:root:Epoch[67] Elapsed time 5.125 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.444349 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.51] INFO:root:Epoch[68] Elapsed time 4.974 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.506932 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.44] INFO:root:Epoch[69] Elapsed time 4.782 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.440476 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.44] INFO:root:Epoch[70] Elapsed time 4.852 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.441576 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.41] INFO:root:Epoch[71] Elapsed time 4.944 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.414961 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.46] INFO:root:Epoch[72] Elapsed time 4.757 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.457549 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.42] INFO:root:Epoch[73] Elapsed time 4.768 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.418634 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.43] INFO:root:Epoch[74] Elapsed time 4.765 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.425483 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.42] INFO:root:Epoch[75] Elapsed time 4.879 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.417647 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.42] INFO:root:Epoch[76] Elapsed time 4.761 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.424284 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.47] INFO:root:Epoch[77] Elapsed time 4.935 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.468018 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.4] INFO:root:Epoch[78] Elapsed time 4.818 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.400469 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.37] INFO:root:Epoch[79] Elapsed time 4.897 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.368904 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.41] INFO:root:Epoch[80] Elapsed time 5.090 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.412946 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.49] INFO:root:Epoch[81] Elapsed time 5.229 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.488709 INFO:root:Epoch[82] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.34it/s, avg_epoch_loss=5.44] INFO:root:Epoch[82] Elapsed time 4.687 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.443306 INFO:root:Epoch[83] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.98it/s, avg_epoch_loss=5.38] INFO:root:Epoch[83] Elapsed time 4.768 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.377227 INFO:root:Epoch[84] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.97it/s, avg_epoch_loss=5.44] INFO:root:Epoch[84] Elapsed time 4.773 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.439629 INFO:root:Epoch[85] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.44] INFO:root:Epoch[85] Elapsed time 4.929 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.436108 INFO:root:Epoch[86] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.06it/s, avg_epoch_loss=5.4] INFO:root:Epoch[86] Elapsed time 4.750 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.398583 INFO:root:Epoch[87] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.42] INFO:root:Epoch[87] Elapsed time 4.804 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.424320 INFO:root:Epoch[88] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.12it/s, avg_epoch_loss=5.42] INFO:root:Epoch[88] Elapsed time 4.736 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.419836 INFO:root:Epoch[89] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.49] INFO:root:Epoch[89] Elapsed time 4.798 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.487213 INFO:root:Loading parameters from best epoch (79) INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.39] INFO:root:Epoch[90] Elapsed time 4.778 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.391310 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.4] INFO:root:Epoch[91] Elapsed time 5.030 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.400152 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.38] INFO:root:Epoch[92] Elapsed time 4.953 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.378763 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.46] INFO:root:Epoch[93] Elapsed time 4.912 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.461545 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.04it/s, avg_epoch_loss=5.37] INFO:root:Epoch[94] Elapsed time 4.755 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.366395 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.4] INFO:root:Epoch[95] Elapsed time 4.800 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.399642 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.07it/s, avg_epoch_loss=5.38] INFO:root:Epoch[96] Elapsed time 4.747 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.380148 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.44] INFO:root:Epoch[97] Elapsed time 5.002 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.438820 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.39] INFO:root:Epoch[98] Elapsed time 4.877 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.393377 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.39] INFO:root:Epoch[99] Elapsed time 4.951 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.389699 INFO:root:Loading parameters from best epoch (94) INFO:root:Final loss: 5.366395001411438 (occurred at epoch 94) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:43<00:00, 25.91it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.649202 0.034606 40.412845 0.031087 0.014267 seed epochs num_batches 0 49 100 100 Seed: 50
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 22.59it/s, avg_epoch_loss=7.4] INFO:root:Epoch[0] Elapsed time 4.431 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.401325 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=6.58] INFO:root:Epoch[1] Elapsed time 4.778 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.583102 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.52] INFO:root:Epoch[2] Elapsed time 5.038 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.522236 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.4] INFO:root:Epoch[3] Elapsed time 4.889 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.400543 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.33] INFO:root:Epoch[4] Elapsed time 4.949 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.326165 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.26] INFO:root:Epoch[5] Elapsed time 4.939 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.255850 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.21] INFO:root:Epoch[6] Elapsed time 4.968 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.213014 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.18] INFO:root:Epoch[7] Elapsed time 4.888 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.179487 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=6.04] INFO:root:Epoch[8] Elapsed time 4.812 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.043041 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=6.11] INFO:root:Epoch[9] Elapsed time 4.790 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.107707 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.12it/s, avg_epoch_loss=6.09] INFO:root:Epoch[10] Elapsed time 4.739 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.085721 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.37it/s, avg_epoch_loss=5.99] INFO:root:Epoch[11] Elapsed time 4.682 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.994627 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.95] INFO:root:Epoch[12] Elapsed time 4.983 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.951508 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.96] INFO:root:Epoch[13] Elapsed time 5.024 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.957465 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.94] INFO:root:Epoch[14] Elapsed time 4.915 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.941366 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.93] INFO:root:Epoch[15] Elapsed time 4.957 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.926620 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.89] INFO:root:Epoch[16] Elapsed time 4.920 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.888095 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.86] INFO:root:Epoch[17] Elapsed time 4.935 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.858273 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.92] INFO:root:Epoch[18] Elapsed time 4.812 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.917325 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.96] INFO:root:Epoch[19] Elapsed time 4.944 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.964428 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.78] INFO:root:Epoch[20] Elapsed time 4.944 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.784552 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.17it/s, avg_epoch_loss=5.86] INFO:root:Epoch[21] Elapsed time 5.506 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.859315 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.78] INFO:root:Epoch[22] Elapsed time 4.923 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.778365 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.86] INFO:root:Epoch[23] Elapsed time 4.986 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.855541 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.84] INFO:root:Epoch[24] Elapsed time 4.775 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.841856 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.83] INFO:root:Epoch[25] Elapsed time 4.930 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.830195 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.73] INFO:root:Epoch[26] Elapsed time 4.795 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.733904 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.8] INFO:root:Epoch[27] Elapsed time 4.878 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.800390 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.72] INFO:root:Epoch[28] Elapsed time 4.898 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.721808 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.68] INFO:root:Epoch[29] Elapsed time 5.053 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.684045 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.69] INFO:root:Epoch[30] Elapsed time 4.957 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.693078 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.81] INFO:root:Epoch[31] Elapsed time 4.959 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.805991 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.64] INFO:root:Epoch[32] Elapsed time 4.876 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.643320 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.61] INFO:root:Epoch[33] Elapsed time 4.893 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.606033 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.65] INFO:root:Epoch[34] Elapsed time 4.937 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.646680 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.69] INFO:root:Epoch[35] Elapsed time 4.909 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.689565 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.65] INFO:root:Epoch[36] Elapsed time 4.820 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.646019 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.56] INFO:root:Epoch[37] Elapsed time 4.895 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.557986 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.65] INFO:root:Epoch[38] Elapsed time 4.826 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.649988 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.64] INFO:root:Epoch[39] Elapsed time 4.849 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.640804 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.56] INFO:root:Epoch[40] Elapsed time 4.846 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.556227 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.54] INFO:root:Epoch[41] Elapsed time 4.948 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.539717 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.55] INFO:root:Epoch[42] Elapsed time 4.847 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.548682 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.61] INFO:root:Epoch[43] Elapsed time 4.846 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.610274 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.53] INFO:root:Epoch[44] Elapsed time 4.949 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.533318 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.56] INFO:root:Epoch[45] Elapsed time 4.898 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.562025 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.49] INFO:root:Epoch[46] Elapsed time 4.958 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.488863 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.59] INFO:root:Epoch[47] Elapsed time 4.853 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.591491 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.48] INFO:root:Epoch[48] Elapsed time 4.887 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.480982 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.11it/s, avg_epoch_loss=5.54] INFO:root:Epoch[49] Elapsed time 4.739 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.535060 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.42] INFO:root:Epoch[50] Elapsed time 4.832 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.422957 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.04it/s, avg_epoch_loss=5.54] INFO:root:Epoch[51] Elapsed time 4.754 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.542572 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.52] INFO:root:Epoch[52] Elapsed time 4.878 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.521076 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.42] INFO:root:Epoch[53] Elapsed time 4.923 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.422843 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.43] INFO:root:Epoch[54] Elapsed time 4.983 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.433506 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.48] INFO:root:Epoch[55] Elapsed time 4.879 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.484982 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.6] INFO:root:Epoch[56] Elapsed time 4.997 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.603761 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.43] INFO:root:Epoch[57] Elapsed time 5.091 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.431646 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.43] INFO:root:Epoch[58] Elapsed time 5.194 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.433856 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.5] INFO:root:Epoch[59] Elapsed time 4.792 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.497617 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.5] INFO:root:Epoch[60] Elapsed time 5.040 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.497535 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.5] INFO:root:Epoch[61] Elapsed time 4.996 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.495495 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.51] INFO:root:Epoch[62] Elapsed time 5.040 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.507912 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.47] INFO:root:Epoch[63] Elapsed time 4.916 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.467264 INFO:root:Loading parameters from best epoch (53) INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.5] INFO:root:Epoch[64] Elapsed time 4.873 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.496193 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.20it/s, avg_epoch_loss=5.42] INFO:root:Epoch[65] Elapsed time 4.720 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.422975 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.97it/s, avg_epoch_loss=5.45] INFO:root:Epoch[66] Elapsed time 4.771 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.450104 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.21it/s, avg_epoch_loss=5.41] INFO:root:Epoch[67] Elapsed time 4.718 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.408867 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.51] INFO:root:Epoch[68] Elapsed time 4.806 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.509253 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 21.13it/s, avg_epoch_loss=5.42] INFO:root:Epoch[69] Elapsed time 4.734 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.423981 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.45] INFO:root:Epoch[70] Elapsed time 4.845 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.446603 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.41] INFO:root:Epoch[71] Elapsed time 4.868 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.414033 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.47] INFO:root:Epoch[72] Elapsed time 4.912 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.473668 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.45] INFO:root:Epoch[73] Elapsed time 4.818 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.453387 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.42] INFO:root:Epoch[74] Elapsed time 4.896 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.415098 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.41] INFO:root:Epoch[75] Elapsed time 4.994 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.412779 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.5] INFO:root:Epoch[76] Elapsed time 4.934 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.495802 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.47] INFO:root:Epoch[77] Elapsed time 4.786 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.470025 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.43] INFO:root:Epoch[78] Elapsed time 4.910 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.426322 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.38] INFO:root:Epoch[79] Elapsed time 4.943 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.375673 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.49] INFO:root:Epoch[80] Elapsed time 5.007 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.488478 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.44] INFO:root:Epoch[81] Elapsed time 4.853 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.437101 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.41] INFO:root:Epoch[82] Elapsed time 5.010 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.406936 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.35] INFO:root:Epoch[83] Elapsed time 5.006 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.347744 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.44] INFO:root:Epoch[84] Elapsed time 5.025 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.439574 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.43] INFO:root:Epoch[85] Elapsed time 4.881 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.427138 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.4] INFO:root:Epoch[86] Elapsed time 4.892 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.402957 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.4] INFO:root:Epoch[87] Elapsed time 4.903 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.399017 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.48] INFO:root:Epoch[88] Elapsed time 4.900 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.478344 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.45] INFO:root:Epoch[89] Elapsed time 4.928 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.445060 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.39] INFO:root:Epoch[90] Elapsed time 4.835 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.391418 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.4] INFO:root:Epoch[91] Elapsed time 4.960 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.395152 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.4] INFO:root:Epoch[92] Elapsed time 4.804 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.401009 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.46] INFO:root:Epoch[93] Elapsed time 4.950 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.460101 INFO:root:Loading parameters from best epoch (83) INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.4] INFO:root:Epoch[94] Elapsed time 5.276 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.399050 INFO:root:Epoch[95] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.43] INFO:root:Epoch[95] Elapsed time 4.944 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.432410 INFO:root:Epoch[96] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.38] INFO:root:Epoch[96] Elapsed time 4.863 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.380423 INFO:root:Epoch[97] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.43] INFO:root:Epoch[97] Elapsed time 4.998 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.433900 INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 21.20it/s, avg_epoch_loss=5.4] INFO:root:Epoch[98] Elapsed time 4.719 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.402890 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.39] INFO:root:Epoch[99] Elapsed time 4.807 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.388047 INFO:root:Loading parameters from best epoch (83) INFO:root:Final loss: 5.347744364738464 (occurred at epoch 83) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.40it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.725112 0.035031 45.973312 0.031436 0.01521 seed epochs num_batches 0 50 100 100 Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 21.88it/s, avg_epoch_loss=7.03] INFO:root:Epoch[0] Elapsed time 4.573 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.032508 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.45] INFO:root:Epoch[1] Elapsed time 4.911 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.448871 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.42] INFO:root:Epoch[2] Elapsed time 4.972 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.416719 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=6.29] INFO:root:Epoch[3] Elapsed time 4.826 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.292541 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.21] INFO:root:Epoch[4] Elapsed time 4.987 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.206856 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=6.17] INFO:root:Epoch[5] Elapsed time 4.836 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.174249 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=6.2] INFO:root:Epoch[6] Elapsed time 4.902 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.204175 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.14] INFO:root:Epoch[7] Elapsed time 4.980 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.137668 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=6.11] INFO:root:Epoch[8] Elapsed time 4.872 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.107177 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.96] INFO:root:Epoch[9] Elapsed time 4.875 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=5.957311 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=6.12] INFO:root:Epoch[10] Elapsed time 4.779 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.121783 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.02] INFO:root:Epoch[11] Elapsed time 4.934 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.016683 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.93] INFO:root:Epoch[12] Elapsed time 4.900 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.926966 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.93] INFO:root:Epoch[13] Elapsed time 4.919 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.927712 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.91] INFO:root:Epoch[14] Elapsed time 4.860 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.909147 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.95] INFO:root:Epoch[15] Elapsed time 4.890 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.950763 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.92] INFO:root:Epoch[16] Elapsed time 4.871 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.915970 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.93] INFO:root:Epoch[17] Elapsed time 4.905 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.933327 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.82] INFO:root:Epoch[18] Elapsed time 4.846 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.822883 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.89] INFO:root:Epoch[19] Elapsed time 4.847 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.885010 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.25it/s, avg_epoch_loss=5.91] INFO:root:Epoch[20] Elapsed time 4.708 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.905911 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.78] INFO:root:Epoch[21] Elapsed time 4.915 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.778050 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.83] INFO:root:Epoch[22] Elapsed time 4.870 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.827847 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.87] INFO:root:Epoch[23] Elapsed time 4.795 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.867116 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.24it/s, avg_epoch_loss=5.75] INFO:root:Epoch[24] Elapsed time 4.709 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.745304 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.8] INFO:root:Epoch[25] Elapsed time 4.864 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.798539 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.76] INFO:root:Epoch[26] Elapsed time 4.756 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.757666 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.86] INFO:root:Epoch[27] Elapsed time 4.801 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.857395 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.75] INFO:root:Epoch[28] Elapsed time 4.768 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.752573 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.65] INFO:root:Epoch[29] Elapsed time 4.907 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.651791 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.71] INFO:root:Epoch[30] Elapsed time 4.881 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.709882 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.72] INFO:root:Epoch[31] Elapsed time 4.878 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.716892 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.97it/s, avg_epoch_loss=5.63] INFO:root:Epoch[32] Elapsed time 4.770 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.631904 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.64] INFO:root:Epoch[33] Elapsed time 4.834 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.636976 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.25it/s, avg_epoch_loss=5.66] INFO:root:Epoch[34] Elapsed time 5.482 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.657833 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.67] INFO:root:Epoch[35] Elapsed time 4.783 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.672691 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.44it/s, avg_epoch_loss=5.6] INFO:root:Epoch[36] Elapsed time 4.667 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.599889 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.67] INFO:root:Epoch[37] Elapsed time 4.828 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.666219 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.65] INFO:root:Epoch[38] Elapsed time 4.792 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.653802 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.64] INFO:root:Epoch[39] Elapsed time 4.852 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.642222 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.6] INFO:root:Epoch[40] Elapsed time 4.797 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.598348 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.58] INFO:root:Epoch[41] Elapsed time 4.969 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.579489 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.6] INFO:root:Epoch[42] Elapsed time 5.038 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.595472 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.63] INFO:root:Epoch[43] Elapsed time 4.935 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.632246 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.57] INFO:root:Epoch[44] Elapsed time 4.970 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.566596 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.56] INFO:root:Epoch[45] Elapsed time 4.915 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.559608 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.49] INFO:root:Epoch[46] Elapsed time 4.906 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.487514 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.62] INFO:root:Epoch[47] Elapsed time 4.859 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.621049 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.57] INFO:root:Epoch[48] Elapsed time 4.938 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.569892 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.48] INFO:root:Epoch[49] Elapsed time 4.910 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.479990 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.53] INFO:root:Epoch[50] Elapsed time 4.988 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.531573 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.52] INFO:root:Epoch[51] Elapsed time 4.904 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.521128 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.55] INFO:root:Epoch[52] Elapsed time 5.022 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.547591 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.54] INFO:root:Epoch[53] Elapsed time 4.866 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.536607 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.51] INFO:root:Epoch[54] Elapsed time 5.017 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.509984 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.49] INFO:root:Epoch[55] Elapsed time 4.886 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.485417 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.56] INFO:root:Epoch[56] Elapsed time 4.968 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.558277 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.5] INFO:root:Epoch[57] Elapsed time 4.917 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.495366 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.61] INFO:root:Epoch[58] Elapsed time 4.900 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.611682 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.53] INFO:root:Epoch[59] Elapsed time 4.817 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.526838 INFO:root:Loading parameters from best epoch (49) INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.59] INFO:root:Epoch[60] Elapsed time 4.803 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.585998 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.47] INFO:root:Epoch[61] Elapsed time 4.829 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.465723 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.46] INFO:root:Epoch[62] Elapsed time 4.910 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.455770 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.48] INFO:root:Epoch[63] Elapsed time 4.837 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.481795 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.54] INFO:root:Epoch[64] Elapsed time 5.082 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.538188 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.51] INFO:root:Epoch[65] Elapsed time 4.987 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.512800 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.46] INFO:root:Epoch[66] Elapsed time 4.942 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.456035 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.41] INFO:root:Epoch[67] Elapsed time 4.933 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.414401 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.51] INFO:root:Epoch[68] Elapsed time 4.917 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.511933 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.51] INFO:root:Epoch[69] Elapsed time 4.789 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.513406 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.49] INFO:root:Epoch[70] Elapsed time 5.269 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.494813 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.46] INFO:root:Epoch[71] Elapsed time 5.276 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.457980 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.49] INFO:root:Epoch[72] Elapsed time 4.878 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.491199 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.44] INFO:root:Epoch[73] Elapsed time 4.915 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.443332 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.47] INFO:root:Epoch[74] Elapsed time 4.860 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.473721 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.45] INFO:root:Epoch[75] Elapsed time 4.906 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.448297 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.49] INFO:root:Epoch[76] Elapsed time 4.776 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.491335 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.97it/s, avg_epoch_loss=5.5] INFO:root:Epoch[77] Elapsed time 4.771 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.500531 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.43] INFO:root:Epoch[78] Elapsed time 4.894 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.432602 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.44] INFO:root:Epoch[79] Elapsed time 4.936 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.438006 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.43] INFO:root:Epoch[80] Elapsed time 4.932 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.434826 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.48] INFO:root:Epoch[81] Elapsed time 4.992 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.483560 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.42] INFO:root:Epoch[82] Elapsed time 4.778 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.422874 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.45] INFO:root:Epoch[83] Elapsed time 4.806 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.448385 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 21.11it/s, avg_epoch_loss=5.43] INFO:root:Epoch[84] Elapsed time 4.739 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.425608 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.51] INFO:root:Epoch[85] Elapsed time 4.818 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.507089 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.46] INFO:root:Epoch[86] Elapsed time 4.783 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.457923 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.43] INFO:root:Epoch[87] Elapsed time 4.825 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.433091 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[88] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.46] INFO:root:Epoch[88] Elapsed time 4.835 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.459393 INFO:root:Epoch[89] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.54] INFO:root:Epoch[89] Elapsed time 4.948 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.535981 INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 21.23it/s, avg_epoch_loss=5.44] INFO:root:Epoch[90] Elapsed time 4.712 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.439680 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.41] INFO:root:Epoch[91] Elapsed time 4.811 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.414561 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.4] INFO:root:Epoch[92] Elapsed time 4.979 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.404602 INFO:root:Epoch[93] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.5] INFO:root:Epoch[93] Elapsed time 4.812 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.500237 INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 21.13it/s, avg_epoch_loss=5.45] INFO:root:Epoch[94] Elapsed time 4.737 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.448401 INFO:root:Epoch[95] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.45] INFO:root:Epoch[95] Elapsed time 4.933 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.452417 INFO:root:Epoch[96] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.37] INFO:root:Epoch[96] Elapsed time 4.994 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.367467 INFO:root:Epoch[97] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 21.08it/s, avg_epoch_loss=5.48] INFO:root:Epoch[97] Elapsed time 4.745 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.483467 INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 21.05it/s, avg_epoch_loss=5.48] INFO:root:Epoch[98] Elapsed time 4.753 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.476774 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.44] INFO:root:Epoch[99] Elapsed time 4.916 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.437152 INFO:root:Loading parameters from best epoch (96) INFO:root:Final loss: 5.36746693611145 (occurred at epoch 96) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:45<00:00, 25.58it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.579827 0.033963 44.135744 0.029621 0.013784 seed epochs num_batches 0 51 100 100
Out[ ]:
| MASE | sMAPE | MSIS | wQuantileLoss[0.5] | wQuantileLoss[0.9] | seed | epochs | num_batches | |
|---|---|---|---|---|---|---|---|---|
| 0 | 3.594878 | 0.033903 | 43.883525 | 0.030249 | 0.014549 | 42 | 100 | 100 |
| 0 | 3.537712 | 0.033362 | 39.518273 | 0.029493 | 0.013274 | 43 | 100 | 100 |
| 0 | 3.671366 | 0.034296 | 42.969599 | 0.029475 | 0.013932 | 44 | 100 | 100 |
| 0 | 3.263473 | 0.031126 | 46.548207 | 0.026946 | 0.013561 | 45 | 100 | 100 |
| 0 | 3.264955 | 0.031875 | 38.918847 | 0.027141 | 0.012997 | 46 | 100 | 100 |
| 0 | 3.544887 | 0.033570 | 41.502963 | 0.029327 | 0.014049 | 47 | 100 | 100 |
| 0 | 3.825020 | 0.035024 | 47.299009 | 0.031646 | 0.015622 | 48 | 100 | 100 |
| 0 | 3.649202 | 0.034606 | 40.412845 | 0.031087 | 0.014267 | 49 | 100 | 100 |
| 0 | 3.725112 | 0.035031 | 45.973312 | 0.031436 | 0.015210 | 50 | 100 | 100 |
| 0 | 3.579827 | 0.033963 | 44.135744 | 0.029621 | 0.013784 | 51 | 100 | 100 |
In [11]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_daily", seed=i, epochs=200, batches=100)
pprint(df)
results = results.append(df)
results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=7.24] INFO:root:Epoch[0] Elapsed time 5.036 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.243338 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.49] INFO:root:Epoch[1] Elapsed time 5.157 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.488652 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.52] INFO:root:Epoch[2] Elapsed time 4.972 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.521486 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=6.36] INFO:root:Epoch[3] Elapsed time 4.756 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.356864 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=6.27] INFO:root:Epoch[4] Elapsed time 4.864 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.268272 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=6.24] INFO:root:Epoch[5] Elapsed time 4.842 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.238047 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=6.2] INFO:root:Epoch[6] Elapsed time 4.872 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.200061 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=6.1] INFO:root:Epoch[7] Elapsed time 4.835 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.100082 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.06] INFO:root:Epoch[8] Elapsed time 5.015 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.063262 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=6.06] INFO:root:Epoch[9] Elapsed time 4.870 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.057899 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.12] INFO:root:Epoch[10] Elapsed time 4.900 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.124530 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.97] INFO:root:Epoch[11] Elapsed time 4.778 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.968354 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.94] INFO:root:Epoch[12] Elapsed time 5.032 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.943222 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.91] INFO:root:Epoch[13] Elapsed time 4.845 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.909260 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.89] INFO:root:Epoch[14] Elapsed time 4.894 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.888458 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.89] INFO:root:Epoch[15] Elapsed time 4.817 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.887876 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.82] INFO:root:Epoch[16] Elapsed time 4.889 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.820549 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.75] INFO:root:Epoch[17] Elapsed time 4.847 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.751313 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.9] INFO:root:Epoch[18] Elapsed time 4.874 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.902867 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.79] INFO:root:Epoch[19] Elapsed time 4.847 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.794320 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.79] INFO:root:Epoch[20] Elapsed time 4.920 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.788883 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.69] INFO:root:Epoch[21] Elapsed time 4.849 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.685011 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.79] INFO:root:Epoch[22] Elapsed time 4.873 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.792256 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.75] INFO:root:Epoch[23] Elapsed time 4.958 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.752012 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.67] INFO:root:Epoch[24] Elapsed time 4.884 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.673268 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.67] INFO:root:Epoch[25] Elapsed time 4.922 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.668334 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.73] INFO:root:Epoch[26] Elapsed time 4.806 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.734435 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.66] INFO:root:Epoch[27] Elapsed time 4.898 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.656297 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.61] INFO:root:Epoch[28] Elapsed time 4.757 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.607576 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.65] INFO:root:Epoch[29] Elapsed time 4.921 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.654506 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.57] INFO:root:Epoch[30] Elapsed time 4.872 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.574373 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.65] INFO:root:Epoch[31] Elapsed time 4.882 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.653645 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.67] INFO:root:Epoch[32] Elapsed time 4.842 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.665162 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.10it/s, avg_epoch_loss=5.6] INFO:root:Epoch[33] Elapsed time 5.528 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.600801 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.53] INFO:root:Epoch[34] Elapsed time 4.853 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.530244 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.62] INFO:root:Epoch[35] Elapsed time 4.955 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.615537 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.53] INFO:root:Epoch[36] Elapsed time 4.812 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.528775 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.53] INFO:root:Epoch[37] Elapsed time 4.876 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.526679 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.52] INFO:root:Epoch[38] Elapsed time 4.813 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.518658 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.58] INFO:root:Epoch[39] Elapsed time 4.922 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.579981 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.96it/s, avg_epoch_loss=5.52] INFO:root:Epoch[40] Elapsed time 4.774 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.523144 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.57] INFO:root:Epoch[41] Elapsed time 4.879 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.571881 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.51] INFO:root:Epoch[42] Elapsed time 4.864 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.505933 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.56] INFO:root:Epoch[43] Elapsed time 4.856 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.556289 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.48] INFO:root:Epoch[44] Elapsed time 4.815 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.476674 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.54] INFO:root:Epoch[45] Elapsed time 4.932 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.538131 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.44] INFO:root:Epoch[46] Elapsed time 4.832 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.436843 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.53] INFO:root:Epoch[47] Elapsed time 5.105 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.532594 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.52] INFO:root:Epoch[48] Elapsed time 4.946 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.515098 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.48] INFO:root:Epoch[49] Elapsed time 4.876 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.481927 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.45] INFO:root:Epoch[50] Elapsed time 5.003 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.448684 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.5] INFO:root:Epoch[51] Elapsed time 4.899 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.498866 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.52] INFO:root:Epoch[52] Elapsed time 4.987 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.522947 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.43] INFO:root:Epoch[53] Elapsed time 4.843 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.426903 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.47] INFO:root:Epoch[54] Elapsed time 4.862 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.468100 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.46] INFO:root:Epoch[55] Elapsed time 4.843 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.461204 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.52] INFO:root:Epoch[56] Elapsed time 4.914 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.523758 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.45] INFO:root:Epoch[57] Elapsed time 4.821 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.450118 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.48] INFO:root:Epoch[58] Elapsed time 5.020 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.481582 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.46] INFO:root:Epoch[59] Elapsed time 4.888 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.455400 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.57] INFO:root:Epoch[60] Elapsed time 4.910 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.572699 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.41] INFO:root:Epoch[61] Elapsed time 4.880 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.406546 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.45] INFO:root:Epoch[62] Elapsed time 4.890 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.447336 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.47] INFO:root:Epoch[63] Elapsed time 4.821 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.466802 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.51] INFO:root:Epoch[64] Elapsed time 4.921 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.510079 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.42] INFO:root:Epoch[65] Elapsed time 4.820 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.418474 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.44] INFO:root:Epoch[66] Elapsed time 4.977 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.441312 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.42] INFO:root:Epoch[67] Elapsed time 4.889 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.420409 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.49] INFO:root:Epoch[68] Elapsed time 4.887 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.492070 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.4] INFO:root:Epoch[69] Elapsed time 4.980 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.402494 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.13it/s, avg_epoch_loss=5.47] INFO:root:Epoch[70] Elapsed time 5.517 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.467437 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.42] INFO:root:Epoch[71] Elapsed time 4.903 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.417822 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.5] INFO:root:Epoch[72] Elapsed time 4.834 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.496975 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.38] INFO:root:Epoch[73] Elapsed time 4.862 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.379289 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.39] INFO:root:Epoch[74] Elapsed time 4.902 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.391995 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.44] INFO:root:Epoch[75] Elapsed time 4.844 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.438334 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.46] INFO:root:Epoch[76] Elapsed time 4.926 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.462339 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.12it/s, avg_epoch_loss=5.4] INFO:root:Epoch[77] Elapsed time 4.737 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.400132 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.43] INFO:root:Epoch[78] Elapsed time 4.938 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.431087 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.43] INFO:root:Epoch[79] Elapsed time 4.822 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.427316 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.5] INFO:root:Epoch[80] Elapsed time 4.933 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.497567 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.43] INFO:root:Epoch[81] Elapsed time 4.831 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.426621 INFO:root:Epoch[82] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.4] INFO:root:Epoch[82] Elapsed time 4.905 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.401874 INFO:root:Epoch[83] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.39] INFO:root:Epoch[83] Elapsed time 4.930 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.393218 INFO:root:Loading parameters from best epoch (73) INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.48] INFO:root:Epoch[84] Elapsed time 4.834 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.480620 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.42] INFO:root:Epoch[85] Elapsed time 4.802 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.417491 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.38] INFO:root:Epoch[86] Elapsed time 4.845 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.382953 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.35] INFO:root:Epoch[87] Elapsed time 4.985 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.352024 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.42] INFO:root:Epoch[88] Elapsed time 4.841 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.415097 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.44] INFO:root:Epoch[89] Elapsed time 4.935 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.438030 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.38] INFO:root:Epoch[90] Elapsed time 4.876 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.380319 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.4] INFO:root:Epoch[91] Elapsed time 4.837 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.397144 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.45] INFO:root:Epoch[92] Elapsed time 4.798 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.453343 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.45] INFO:root:Epoch[93] Elapsed time 4.938 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.451329 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.39] INFO:root:Epoch[94] Elapsed time 4.815 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.389312 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.41] INFO:root:Epoch[95] Elapsed time 4.930 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.406946 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.41] INFO:root:Epoch[96] Elapsed time 4.888 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.406668 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.46] INFO:root:Epoch[97] Elapsed time 4.805 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.457530 INFO:root:Loading parameters from best epoch (87) INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 21.20it/s, avg_epoch_loss=5.39] INFO:root:Epoch[98] Elapsed time 4.719 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.391259 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.39] INFO:root:Epoch[99] Elapsed time 4.839 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.388940 INFO:root:Epoch[100] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.44] INFO:root:Epoch[100] Elapsed time 4.827 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.440563 INFO:root:Epoch[101] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.42] INFO:root:Epoch[101] Elapsed time 4.860 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.419474 INFO:root:Epoch[102] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.36] INFO:root:Epoch[102] Elapsed time 4.826 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.355652 INFO:root:Epoch[103] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.37] INFO:root:Epoch[103] Elapsed time 4.872 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.373744 INFO:root:Epoch[104] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.41] INFO:root:Epoch[104] Elapsed time 4.840 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.410214 INFO:root:Epoch[105] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.43] INFO:root:Epoch[105] Elapsed time 4.848 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.433252 INFO:root:Epoch[106] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.36] INFO:root:Epoch[106] Elapsed time 4.791 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.357959 INFO:root:Epoch[107] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.20it/s, avg_epoch_loss=5.38] INFO:root:Epoch[107] Elapsed time 5.498 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.380041 INFO:root:Loading parameters from best epoch (87) INFO:root:Epoch[108] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.39] INFO:root:Epoch[108] Elapsed time 4.895 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.390194 INFO:root:Epoch[109] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.42] INFO:root:Epoch[109] Elapsed time 4.940 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.415542 INFO:root:Epoch[110] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.42] INFO:root:Epoch[110] Elapsed time 4.910 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.422009 INFO:root:Epoch[111] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.37] INFO:root:Epoch[111] Elapsed time 4.972 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.367659 INFO:root:Epoch[112] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.37] INFO:root:Epoch[112] Elapsed time 4.834 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.365958 INFO:root:Epoch[113] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.44] INFO:root:Epoch[113] Elapsed time 4.891 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.440766 INFO:root:Epoch[114] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 21.09it/s, avg_epoch_loss=5.4] INFO:root:Epoch[114] Elapsed time 4.744 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.402352 INFO:root:Epoch[115] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.41] INFO:root:Epoch[115] Elapsed time 4.859 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.408933 INFO:root:Epoch[116] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.38] INFO:root:Epoch[116] Elapsed time 4.802 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.383368 INFO:root:Epoch[117] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.43] INFO:root:Epoch[117] Elapsed time 4.855 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.429471 INFO:root:Loading parameters from best epoch (87) INFO:root:Epoch[118] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.39] INFO:root:Epoch[118] Elapsed time 4.850 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.386952 INFO:root:Epoch[119] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.39] INFO:root:Epoch[119] Elapsed time 4.899 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.389565 INFO:root:Epoch[120] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.37] INFO:root:Epoch[120] Elapsed time 4.848 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.374442 INFO:root:Epoch[121] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.44] INFO:root:Epoch[121] Elapsed time 5.036 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.442714 INFO:root:Epoch[122] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.42] INFO:root:Epoch[122] Elapsed time 4.856 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.417007 INFO:root:Epoch[123] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.36] INFO:root:Epoch[123] Elapsed time 4.922 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.357365 INFO:root:Epoch[124] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.37] INFO:root:Epoch[124] Elapsed time 4.828 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.371392 INFO:root:Epoch[125] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.46] INFO:root:Epoch[125] Elapsed time 4.905 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.462819 INFO:root:Epoch[126] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.39] INFO:root:Epoch[126] Elapsed time 4.834 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.393932 INFO:root:Epoch[127] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.35] INFO:root:Epoch[127] Elapsed time 4.935 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.346639 INFO:root:Epoch[128] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.36] INFO:root:Epoch[128] Elapsed time 4.879 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.362632 INFO:root:Epoch[129] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.41] INFO:root:Epoch[129] Elapsed time 4.846 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.406517 INFO:root:Epoch[130] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.41] INFO:root:Epoch[130] Elapsed time 4.894 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.408012 INFO:root:Epoch[131] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.4] INFO:root:Epoch[131] Elapsed time 4.820 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.399278 INFO:root:Epoch[132] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.33] INFO:root:Epoch[132] Elapsed time 4.909 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.333468 INFO:root:Epoch[133] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.4] INFO:root:Epoch[133] Elapsed time 4.942 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.402502 INFO:root:Epoch[134] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.44] INFO:root:Epoch[134] Elapsed time 4.902 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.436903 INFO:root:Epoch[135] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 21.24it/s, avg_epoch_loss=5.38] INFO:root:Epoch[135] Elapsed time 4.711 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.378570 INFO:root:Epoch[136] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.35] INFO:root:Epoch[136] Elapsed time 4.886 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.354239 INFO:root:Epoch[137] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.39] INFO:root:Epoch[137] Elapsed time 4.825 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.392081 INFO:root:Epoch[138] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.42] INFO:root:Epoch[138] Elapsed time 4.849 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.424348 INFO:root:Epoch[139] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 21.06it/s, avg_epoch_loss=5.38] INFO:root:Epoch[139] Elapsed time 4.751 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.383311 INFO:root:Epoch[140] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.3] INFO:root:Epoch[140] Elapsed time 4.814 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.295769 INFO:root:Epoch[141] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.44] INFO:root:Epoch[141] Elapsed time 4.847 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.442604 INFO:root:Epoch[142] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.42] INFO:root:Epoch[142] Elapsed time 4.960 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.418917 INFO:root:Epoch[143] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.34] INFO:root:Epoch[143] Elapsed time 4.946 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.335375 INFO:root:Epoch[144] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.31it/s, avg_epoch_loss=5.37] INFO:root:Epoch[144] Elapsed time 5.462 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.365881 INFO:root:Epoch[145] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.4] INFO:root:Epoch[145] Elapsed time 5.061 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.402914 INFO:root:Epoch[146] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.43] INFO:root:Epoch[146] Elapsed time 4.914 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.425604 INFO:root:Epoch[147] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.38] INFO:root:Epoch[147] Elapsed time 4.778 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.379900 INFO:root:Epoch[148] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.33] INFO:root:Epoch[148] Elapsed time 4.876 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.334987 INFO:root:Epoch[149] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.39] INFO:root:Epoch[149] Elapsed time 4.835 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.393050 INFO:root:Epoch[150] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.44] INFO:root:Epoch[150] Elapsed time 4.849 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.436523 INFO:root:Loading parameters from best epoch (140) INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.4] INFO:root:Epoch[151] Elapsed time 4.840 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.395393 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.35] INFO:root:Epoch[152] Elapsed time 4.853 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.354641 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.4] INFO:root:Epoch[153] Elapsed time 4.832 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.395014 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.44] INFO:root:Epoch[154] Elapsed time 4.960 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.444518 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.38] INFO:root:Epoch[155] Elapsed time 4.793 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.380704 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.36] INFO:root:Epoch[156] Elapsed time 4.950 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.360046 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.38] INFO:root:Epoch[157] Elapsed time 4.894 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.375778 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.42] INFO:root:Epoch[158] Elapsed time 4.906 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.421722 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.38] INFO:root:Epoch[159] Elapsed time 4.817 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.383660 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.38] INFO:root:Epoch[160] Elapsed time 4.944 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.375496 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.35] INFO:root:Epoch[161] Elapsed time 4.819 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.350333 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.44] INFO:root:Epoch[162] Elapsed time 4.915 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.437597 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.37] INFO:root:Epoch[163] Elapsed time 4.939 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.373888 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.37] INFO:root:Epoch[164] Elapsed time 4.842 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.366856 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.36] INFO:root:Epoch[165] Elapsed time 4.898 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.361923 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.45] INFO:root:Epoch[166] Elapsed time 4.991 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.451798 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.37] INFO:root:Epoch[167] Elapsed time 4.904 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.365882 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.35] INFO:root:Epoch[168] Elapsed time 5.069 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.349826 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.39] INFO:root:Epoch[169] Elapsed time 4.899 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.385024 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.42] INFO:root:Epoch[170] Elapsed time 4.991 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.416059 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.41] INFO:root:Epoch[171] Elapsed time 4.785 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.414221 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.36] INFO:root:Epoch[172] Elapsed time 4.943 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.357882 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.36] INFO:root:Epoch[173] Elapsed time 4.892 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.357701 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.48] INFO:root:Epoch[174] Elapsed time 4.893 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.483516 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.4] INFO:root:Epoch[175] Elapsed time 4.777 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.400070 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.34] INFO:root:Epoch[176] Elapsed time 4.923 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.337508 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.31] INFO:root:Epoch[177] Elapsed time 4.846 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.313482 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.39] INFO:root:Epoch[178] Elapsed time 4.870 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.393524 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.37] INFO:root:Epoch[179] Elapsed time 4.907 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.373212 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.21it/s, avg_epoch_loss=5.36] INFO:root:Epoch[180] Elapsed time 5.496 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.363469 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.31] INFO:root:Epoch[181] Elapsed time 4.956 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.312634 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.38] INFO:root:Epoch[182] Elapsed time 4.886 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.379942 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.43] INFO:root:Epoch[183] Elapsed time 4.872 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.430936 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.35] INFO:root:Epoch[184] Elapsed time 4.808 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.352929 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.34] INFO:root:Epoch[185] Elapsed time 4.894 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.343611 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.34] INFO:root:Epoch[186] Elapsed time 4.825 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.341908 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.44] INFO:root:Epoch[187] Elapsed time 4.920 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.442311 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.38] INFO:root:Epoch[188] Elapsed time 4.803 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.379596 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.37] INFO:root:Epoch[189] Elapsed time 4.865 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.374304 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.38] INFO:root:Epoch[190] Elapsed time 4.854 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.382000 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.41] INFO:root:Epoch[191] Elapsed time 4.934 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.414269 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.4] INFO:root:Epoch[192] Elapsed time 4.803 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.397681 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.34] INFO:root:Epoch[193] Elapsed time 4.911 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.341543 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.4] INFO:root:Epoch[194] Elapsed time 4.894 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.400258 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.39] INFO:root:Epoch[195] Elapsed time 5.010 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.390056 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.39] INFO:root:Epoch[196] Elapsed time 4.827 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.394087 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.36] INFO:root:Epoch[197] Elapsed time 4.837 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.360064 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.35] INFO:root:Epoch[198] Elapsed time 4.794 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.347196 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.41] INFO:root:Epoch[199] Elapsed time 4.935 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.414264 INFO:root:Loading parameters from best epoch (140) INFO:root:Final loss: 5.295768666267395 (occurred at epoch 140) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.32it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.249105 0.031443 38.426335 0.027069 0.013043 seed epochs num_batches 0 42 200 100 Seed: 43
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 22.41it/s, avg_epoch_loss=8] INFO:root:Epoch[0] Elapsed time 4.465 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.003216 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.54] INFO:root:Epoch[1] Elapsed time 4.942 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.541196 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.47] INFO:root:Epoch[2] Elapsed time 4.961 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.470537 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=6.33] INFO:root:Epoch[3] Elapsed time 4.862 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.325708 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.3] INFO:root:Epoch[4] Elapsed time 5.071 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.302620 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.22] INFO:root:Epoch[5] Elapsed time 4.890 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.217166 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=6.24] INFO:root:Epoch[6] Elapsed time 4.917 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.236060 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=6.14] INFO:root:Epoch[7] Elapsed time 4.864 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.135821 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.15] INFO:root:Epoch[8] Elapsed time 4.939 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.149783 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.02] INFO:root:Epoch[9] Elapsed time 4.981 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.024890 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.05] INFO:root:Epoch[10] Elapsed time 4.996 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.047309 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6] INFO:root:Epoch[11] Elapsed time 4.959 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.998925 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.92] INFO:root:Epoch[12] Elapsed time 4.945 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.916985 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.96] INFO:root:Epoch[13] Elapsed time 4.881 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.957297 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.95] INFO:root:Epoch[14] Elapsed time 4.811 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.950412 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.9] INFO:root:Epoch[15] Elapsed time 4.973 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.895589 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.89] INFO:root:Epoch[16] Elapsed time 4.879 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.892053 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.82] INFO:root:Epoch[17] Elapsed time 4.894 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.824944 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.87] INFO:root:Epoch[18] Elapsed time 4.859 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.873839 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.8] INFO:root:Epoch[19] Elapsed time 5.080 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.795606 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.77] INFO:root:Epoch[20] Elapsed time 5.140 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.765174 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.72] INFO:root:Epoch[21] Elapsed time 4.879 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.719788 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.74] INFO:root:Epoch[22] Elapsed time 4.890 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.738101 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.76] INFO:root:Epoch[23] Elapsed time 4.938 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.757652 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.96it/s, avg_epoch_loss=5.73] INFO:root:Epoch[24] Elapsed time 4.772 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.727443 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.65] INFO:root:Epoch[25] Elapsed time 4.856 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.645827 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.71] INFO:root:Epoch[26] Elapsed time 4.876 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.705961 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.75] INFO:root:Epoch[27] Elapsed time 5.066 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.751981 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.73] INFO:root:Epoch[28] Elapsed time 4.898 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.733694 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.69] INFO:root:Epoch[29] Elapsed time 4.999 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.693714 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.61] INFO:root:Epoch[30] Elapsed time 4.967 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.610933 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.66] INFO:root:Epoch[31] Elapsed time 4.945 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.655883 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.53] INFO:root:Epoch[32] Elapsed time 4.829 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.532962 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.61] INFO:root:Epoch[33] Elapsed time 4.999 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.611135 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.55] INFO:root:Epoch[34] Elapsed time 4.922 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.548768 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.69] INFO:root:Epoch[35] Elapsed time 4.840 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.686446 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.58] INFO:root:Epoch[36] Elapsed time 4.840 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.581079 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.58] INFO:root:Epoch[37] Elapsed time 4.919 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.577822 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.52] INFO:root:Epoch[38] Elapsed time 4.909 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.518041 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.57] INFO:root:Epoch[39] Elapsed time 4.881 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.570409 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.6] INFO:root:Epoch[40] Elapsed time 4.877 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.600550 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.52] INFO:root:Epoch[41] Elapsed time 4.862 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.515223 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.53] INFO:root:Epoch[42] Elapsed time 4.903 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.525038 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.57] INFO:root:Epoch[43] Elapsed time 4.818 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.574939 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.57] INFO:root:Epoch[44] Elapsed time 4.943 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.571982 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.49] INFO:root:Epoch[45] Elapsed time 4.878 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.489797 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.48] INFO:root:Epoch[46] Elapsed time 4.945 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.482662 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.58] INFO:root:Epoch[47] Elapsed time 4.988 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.575517 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.59] INFO:root:Epoch[48] Elapsed time 4.962 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.589323 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.47] INFO:root:Epoch[49] Elapsed time 4.830 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.474893 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.51] INFO:root:Epoch[50] Elapsed time 5.092 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.505630 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.46] INFO:root:Epoch[51] Elapsed time 4.889 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.460915 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.59] INFO:root:Epoch[52] Elapsed time 4.988 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.593276 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.18it/s, avg_epoch_loss=5.47] INFO:root:Epoch[53] Elapsed time 4.722 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.472114 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.45] INFO:root:Epoch[54] Elapsed time 4.882 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.450550 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.51] INFO:root:Epoch[55] Elapsed time 4.893 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.505981 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.82it/s, avg_epoch_loss=5.53] INFO:root:Epoch[56] Elapsed time 5.614 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.528544 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.49] INFO:root:Epoch[57] Elapsed time 4.889 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.489052 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.48] INFO:root:Epoch[58] Elapsed time 4.891 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.477711 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.49] INFO:root:Epoch[59] Elapsed time 4.847 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.491395 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.5] INFO:root:Epoch[60] Elapsed time 4.890 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.495652 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.44] INFO:root:Epoch[61] Elapsed time 4.760 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.440807 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.46] INFO:root:Epoch[62] Elapsed time 4.980 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.460128 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.47] INFO:root:Epoch[63] Elapsed time 4.884 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.468207 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.51] INFO:root:Epoch[64] Elapsed time 4.992 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.512115 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.46] INFO:root:Epoch[65] Elapsed time 4.824 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.460085 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.48] INFO:root:Epoch[66] Elapsed time 4.920 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.477308 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.41] INFO:root:Epoch[67] Elapsed time 4.932 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.406551 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.47] INFO:root:Epoch[68] Elapsed time 4.998 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.473582 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.47] INFO:root:Epoch[69] Elapsed time 4.925 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.470210 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.45] INFO:root:Epoch[70] Elapsed time 4.937 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.452529 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.39] INFO:root:Epoch[71] Elapsed time 4.957 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.389390 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.41] INFO:root:Epoch[72] Elapsed time 4.981 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.405623 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.45] INFO:root:Epoch[73] Elapsed time 4.951 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.451775 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.42] INFO:root:Epoch[74] Elapsed time 4.844 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.418822 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.47] INFO:root:Epoch[75] Elapsed time 4.936 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.468581 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.44] INFO:root:Epoch[76] Elapsed time 4.815 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.437504 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.5] INFO:root:Epoch[77] Elapsed time 4.894 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.503578 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.47] INFO:root:Epoch[78] Elapsed time 4.818 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.465509 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.42] INFO:root:Epoch[79] Elapsed time 4.953 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.422638 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.42] INFO:root:Epoch[80] Elapsed time 4.890 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.423913 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.49] INFO:root:Epoch[81] Elapsed time 5.035 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.491438 INFO:root:Loading parameters from best epoch (71) INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.42] INFO:root:Epoch[82] Elapsed time 4.956 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.420582 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.39] INFO:root:Epoch[83] Elapsed time 4.963 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.392014 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.39] INFO:root:Epoch[84] Elapsed time 4.866 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.387304 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.49] INFO:root:Epoch[85] Elapsed time 4.922 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.487256 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.45] INFO:root:Epoch[86] Elapsed time 4.792 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.453088 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.37] INFO:root:Epoch[87] Elapsed time 4.882 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.373329 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.38] INFO:root:Epoch[88] Elapsed time 4.802 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.383530 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.48] INFO:root:Epoch[89] Elapsed time 4.869 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.475369 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.4] INFO:root:Epoch[90] Elapsed time 4.848 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.401367 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.39] INFO:root:Epoch[91] Elapsed time 4.866 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.386082 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.39] INFO:root:Epoch[92] Elapsed time 5.063 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.385069 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=5.5] INFO:root:Epoch[93] Elapsed time 5.331 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.496169 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.39] INFO:root:Epoch[94] Elapsed time 4.839 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.394559 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.44] INFO:root:Epoch[95] Elapsed time 4.921 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.436650 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.4] INFO:root:Epoch[96] Elapsed time 4.795 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.399870 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.45] INFO:root:Epoch[97] Elapsed time 4.924 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.447881 INFO:root:Loading parameters from best epoch (87) INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.42] INFO:root:Epoch[98] Elapsed time 4.854 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.418549 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.36] INFO:root:Epoch[99] Elapsed time 4.898 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.364567 INFO:root:Epoch[100] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.36] INFO:root:Epoch[100] Elapsed time 4.840 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.355463 INFO:root:Epoch[101] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.47] INFO:root:Epoch[101] Elapsed time 4.913 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.465518 INFO:root:Epoch[102] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.44] INFO:root:Epoch[102] Elapsed time 4.922 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.442912 INFO:root:Epoch[103] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.4] INFO:root:Epoch[103] Elapsed time 4.983 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.402372 INFO:root:Epoch[104] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.41] INFO:root:Epoch[104] Elapsed time 5.014 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.406810 INFO:root:Epoch[105] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.36] INFO:root:Epoch[105] Elapsed time 4.900 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.355675 INFO:root:Epoch[106] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.43] INFO:root:Epoch[106] Elapsed time 4.978 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.432705 INFO:root:Epoch[107] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.38] INFO:root:Epoch[107] Elapsed time 4.920 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.377775 INFO:root:Epoch[108] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.41] INFO:root:Epoch[108] Elapsed time 4.842 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.405487 INFO:root:Epoch[109] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.38] INFO:root:Epoch[109] Elapsed time 4.849 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.383858 INFO:root:Epoch[110] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.46] INFO:root:Epoch[110] Elapsed time 4.896 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.459546 INFO:root:Loading parameters from best epoch (100) INFO:root:Epoch[111] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.4] INFO:root:Epoch[111] Elapsed time 4.803 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.396563 INFO:root:Epoch[112] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.38] INFO:root:Epoch[112] Elapsed time 4.947 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.380347 INFO:root:Epoch[113] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.39] INFO:root:Epoch[113] Elapsed time 4.853 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.391438 INFO:root:Epoch[114] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.43] INFO:root:Epoch[114] Elapsed time 4.940 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.433558 INFO:root:Epoch[115] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.37] INFO:root:Epoch[115] Elapsed time 4.784 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.365625 INFO:root:Epoch[116] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.43] INFO:root:Epoch[116] Elapsed time 4.906 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.432328 INFO:root:Epoch[117] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.39] INFO:root:Epoch[117] Elapsed time 4.890 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.389788 INFO:root:Epoch[118] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.45] INFO:root:Epoch[118] Elapsed time 4.874 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.451109 INFO:root:Epoch[119] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.42] INFO:root:Epoch[119] Elapsed time 4.834 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.420479 INFO:root:Epoch[120] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.36] INFO:root:Epoch[120] Elapsed time 4.958 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.356498 INFO:root:Loading parameters from best epoch (100) INFO:root:Epoch[121] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.4] INFO:root:Epoch[121] Elapsed time 4.781 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.402756 INFO:root:Epoch[122] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.45] INFO:root:Epoch[122] Elapsed time 4.904 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.453844 INFO:root:Epoch[123] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.98it/s, avg_epoch_loss=5.42] INFO:root:Epoch[123] Elapsed time 4.769 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.418719 INFO:root:Epoch[124] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.36] INFO:root:Epoch[124] Elapsed time 4.871 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.356524 INFO:root:Epoch[125] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.4] INFO:root:Epoch[125] Elapsed time 4.839 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.404158 INFO:root:Epoch[126] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.42] INFO:root:Epoch[126] Elapsed time 4.919 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.418488 INFO:root:Epoch[127] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.4] INFO:root:Epoch[127] Elapsed time 4.851 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.403317 INFO:root:Epoch[128] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.38] INFO:root:Epoch[128] Elapsed time 4.997 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.382375 INFO:root:Epoch[129] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.04it/s, avg_epoch_loss=5.38] INFO:root:Epoch[129] Elapsed time 5.546 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.380940 INFO:root:Epoch[130] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.43] INFO:root:Epoch[130] Elapsed time 4.973 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.432454 INFO:root:Loading parameters from best epoch (100) INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.39] INFO:root:Epoch[131] Elapsed time 4.900 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.389599 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.34] INFO:root:Epoch[132] Elapsed time 4.888 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.336892 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.35] INFO:root:Epoch[133] Elapsed time 4.984 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.353872 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.46] INFO:root:Epoch[134] Elapsed time 4.862 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.461422 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.37] INFO:root:Epoch[135] Elapsed time 4.779 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.374950 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.37] INFO:root:Epoch[136] Elapsed time 4.934 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.365877 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.33] INFO:root:Epoch[137] Elapsed time 4.831 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.333022 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.45] INFO:root:Epoch[138] Elapsed time 4.964 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.451254 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.43] INFO:root:Epoch[139] Elapsed time 4.837 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.425664 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.36] INFO:root:Epoch[140] Elapsed time 4.950 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.355310 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.32] INFO:root:Epoch[141] Elapsed time 4.955 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.317762 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.48] INFO:root:Epoch[142] Elapsed time 4.922 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.477845 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.41] INFO:root:Epoch[143] Elapsed time 4.908 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.413037 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.38] INFO:root:Epoch[144] Elapsed time 4.937 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.377480 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.33] INFO:root:Epoch[145] Elapsed time 4.991 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.333934 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.42] INFO:root:Epoch[146] Elapsed time 4.864 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.420212 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.41] INFO:root:Epoch[147] Elapsed time 4.933 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.411488 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.98it/s, avg_epoch_loss=5.38] INFO:root:Epoch[148] Elapsed time 4.771 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.378313 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.36] INFO:root:Epoch[149] Elapsed time 4.904 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.362396 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.38] INFO:root:Epoch[150] Elapsed time 4.919 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.377158 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.45] INFO:root:Epoch[151] Elapsed time 4.903 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.452607 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.37] INFO:root:Epoch[152] Elapsed time 4.867 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.368001 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.38] INFO:root:Epoch[153] Elapsed time 4.917 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.377608 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.38] INFO:root:Epoch[154] Elapsed time 4.866 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.377001 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.46] INFO:root:Epoch[155] Elapsed time 5.026 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.455329 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.39] INFO:root:Epoch[156] Elapsed time 4.836 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.394623 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.33] INFO:root:Epoch[157] Elapsed time 4.880 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.329192 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.36] INFO:root:Epoch[158] Elapsed time 4.931 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.357892 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.42] INFO:root:Epoch[159] Elapsed time 4.854 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.420506 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.37] INFO:root:Epoch[160] Elapsed time 4.781 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.369829 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.41] INFO:root:Epoch[161] Elapsed time 4.852 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.406617 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.35] INFO:root:Epoch[162] Elapsed time 4.854 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.353134 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.44] INFO:root:Epoch[163] Elapsed time 5.002 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.440060 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.37] INFO:root:Epoch[164] Elapsed time 4.828 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.373178 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.37] INFO:root:Epoch[165] Elapsed time 4.950 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.368229 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=5.36] INFO:root:Epoch[166] Elapsed time 5.339 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.363743 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.43] INFO:root:Epoch[167] Elapsed time 4.921 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.430655 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.4] INFO:root:Epoch[168] Elapsed time 4.819 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.395039 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.38] INFO:root:Epoch[169] Elapsed time 4.982 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.379417 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.4] INFO:root:Epoch[170] Elapsed time 4.917 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.401440 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.43] INFO:root:Epoch[171] Elapsed time 4.890 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.432516 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.38] INFO:root:Epoch[172] Elapsed time 4.792 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.376062 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.36] INFO:root:Epoch[173] Elapsed time 4.954 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.364493 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.39] INFO:root:Epoch[174] Elapsed time 4.868 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.390721 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.43] INFO:root:Epoch[175] Elapsed time 5.038 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.433297 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.37] INFO:root:Epoch[176] Elapsed time 4.901 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.374246 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.37] INFO:root:Epoch[177] Elapsed time 5.018 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.369823 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.36] INFO:root:Epoch[178] Elapsed time 4.803 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.356918 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.41] INFO:root:Epoch[179] Elapsed time 4.953 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.406233 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.39] INFO:root:Epoch[180] Elapsed time 4.865 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.390071 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.38] INFO:root:Epoch[181] Elapsed time 4.896 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.378246 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.36] INFO:root:Epoch[182] Elapsed time 4.859 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.361786 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.42] INFO:root:Epoch[183] Elapsed time 4.903 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.424844 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 21.04it/s, avg_epoch_loss=5.37] INFO:root:Epoch[184] Elapsed time 4.755 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.374624 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.39] INFO:root:Epoch[185] Elapsed time 4.879 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.394051 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.37] INFO:root:Epoch[186] Elapsed time 4.853 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.371637 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.41] INFO:root:Epoch[187] Elapsed time 4.975 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.409705 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.4] INFO:root:Epoch[188] Elapsed time 4.891 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.396979 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.37] INFO:root:Epoch[189] Elapsed time 5.054 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.368030 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.29] INFO:root:Epoch[190] Elapsed time 4.979 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.289025 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.41] INFO:root:Epoch[191] Elapsed time 4.834 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.413985 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.43] INFO:root:Epoch[192] Elapsed time 4.804 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.425813 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.39] INFO:root:Epoch[193] Elapsed time 4.884 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.386032 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.35] INFO:root:Epoch[194] Elapsed time 4.886 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.346043 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.44] INFO:root:Epoch[195] Elapsed time 4.932 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.441360 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.38] INFO:root:Epoch[196] Elapsed time 4.855 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.381018 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.38] INFO:root:Epoch[197] Elapsed time 5.057 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.379994 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.36] INFO:root:Epoch[198] Elapsed time 4.862 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.357808 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.38] INFO:root:Epoch[199] Elapsed time 4.875 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.378441 INFO:root:Loading parameters from best epoch (190) INFO:root:Final loss: 5.289025144577026 (occurred at epoch 190) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.27it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.996149 0.036931 48.183685 0.034064 0.015833 seed epochs num_batches 0 43 200 100 Seed: 44
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 22.03it/s, avg_epoch_loss=7.25] INFO:root:Epoch[0] Elapsed time 4.542 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.249468 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.44] INFO:root:Epoch[1] Elapsed time 4.904 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.444575 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.44] INFO:root:Epoch[2] Elapsed time 4.896 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.437889 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=6.34] INFO:root:Epoch[3] Elapsed time 4.813 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.336977 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.23] INFO:root:Epoch[4] Elapsed time 4.953 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.229327 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.12it/s, avg_epoch_loss=6.18] INFO:root:Epoch[5] Elapsed time 5.521 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.176594 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.14] INFO:root:Epoch[6] Elapsed time 4.927 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.138442 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=6.14] INFO:root:Epoch[7] Elapsed time 4.821 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.138271 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.99] INFO:root:Epoch[8] Elapsed time 4.901 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=5.990149 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.95] INFO:root:Epoch[9] Elapsed time 4.835 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=5.951421 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.03] INFO:root:Epoch[10] Elapsed time 4.971 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.031342 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.9] INFO:root:Epoch[11] Elapsed time 4.807 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.903943 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.91] INFO:root:Epoch[12] Elapsed time 4.920 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.912779 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.83] INFO:root:Epoch[13] Elapsed time 4.900 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.827559 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.9] INFO:root:Epoch[14] Elapsed time 4.904 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.899117 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.81] INFO:root:Epoch[15] Elapsed time 4.818 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.812364 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.76] INFO:root:Epoch[16] Elapsed time 4.952 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.762159 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.77] INFO:root:Epoch[17] Elapsed time 4.938 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.771441 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.79] INFO:root:Epoch[18] Elapsed time 4.906 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.794437 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.72] INFO:root:Epoch[19] Elapsed time 4.927 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.719124 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.76] INFO:root:Epoch[20] Elapsed time 5.073 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.764422 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.66] INFO:root:Epoch[21] Elapsed time 4.944 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.658849 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.76] INFO:root:Epoch[22] Elapsed time 4.818 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.763467 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.68] INFO:root:Epoch[23] Elapsed time 4.863 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.679999 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.68] INFO:root:Epoch[24] Elapsed time 4.819 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.681496 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.62] INFO:root:Epoch[25] Elapsed time 4.868 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.616468 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.68] INFO:root:Epoch[26] Elapsed time 4.874 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.681698 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.66] INFO:root:Epoch[27] Elapsed time 4.884 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.662841 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.59] INFO:root:Epoch[28] Elapsed time 4.858 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.590251 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.6] INFO:root:Epoch[29] Elapsed time 5.041 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.600907 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.64] INFO:root:Epoch[30] Elapsed time 4.885 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.643218 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.65] INFO:root:Epoch[31] Elapsed time 4.900 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.650195 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.58] INFO:root:Epoch[32] Elapsed time 4.809 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.583498 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.52] INFO:root:Epoch[33] Elapsed time 4.910 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.518794 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.56] INFO:root:Epoch[34] Elapsed time 4.901 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.557170 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.6] INFO:root:Epoch[35] Elapsed time 4.875 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.601319 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.55] INFO:root:Epoch[36] Elapsed time 4.894 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.553002 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.59] INFO:root:Epoch[37] Elapsed time 4.820 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.586377 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.56] INFO:root:Epoch[38] Elapsed time 4.856 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.562476 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.55] INFO:root:Epoch[39] Elapsed time 4.911 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.551877 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.51] INFO:root:Epoch[40] Elapsed time 4.844 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.509103 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.5] INFO:root:Epoch[41] Elapsed time 4.948 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.499230 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.15it/s, avg_epoch_loss=5.46] INFO:root:Epoch[42] Elapsed time 5.510 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.458477 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.55] INFO:root:Epoch[43] Elapsed time 4.995 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.554832 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.45] INFO:root:Epoch[44] Elapsed time 4.806 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.449794 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.53] INFO:root:Epoch[45] Elapsed time 4.996 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.529863 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.46] INFO:root:Epoch[46] Elapsed time 4.886 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.459944 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.56] INFO:root:Epoch[47] Elapsed time 4.872 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.557855 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.49] INFO:root:Epoch[48] Elapsed time 4.961 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.485350 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.47] INFO:root:Epoch[49] Elapsed time 4.819 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.466810 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.42] INFO:root:Epoch[50] Elapsed time 4.907 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.424669 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.54] INFO:root:Epoch[51] Elapsed time 4.901 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.535327 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.5] INFO:root:Epoch[52] Elapsed time 4.913 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.498502 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.45] INFO:root:Epoch[53] Elapsed time 4.875 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.453830 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.44] INFO:root:Epoch[54] Elapsed time 4.965 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.444303 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.5] INFO:root:Epoch[55] Elapsed time 4.854 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.498339 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.5] INFO:root:Epoch[56] Elapsed time 4.846 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.499418 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.49] INFO:root:Epoch[57] Elapsed time 4.850 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.486288 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.4] INFO:root:Epoch[58] Elapsed time 4.932 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.402522 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.55] INFO:root:Epoch[59] Elapsed time 4.881 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.547016 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.52] INFO:root:Epoch[60] Elapsed time 4.901 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.517008 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.47] INFO:root:Epoch[61] Elapsed time 4.876 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.474537 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.44] INFO:root:Epoch[62] Elapsed time 4.983 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.442531 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.45] INFO:root:Epoch[63] Elapsed time 4.866 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.447111 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.48] INFO:root:Epoch[64] Elapsed time 5.016 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.476624 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.43] INFO:root:Epoch[65] Elapsed time 4.948 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.425458 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.45] INFO:root:Epoch[66] Elapsed time 4.942 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.448155 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.41] INFO:root:Epoch[67] Elapsed time 4.967 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.407574 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.49] INFO:root:Epoch[68] Elapsed time 4.858 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.486410 INFO:root:Loading parameters from best epoch (58) INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.4] INFO:root:Epoch[69] Elapsed time 4.863 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.404312 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.4] INFO:root:Epoch[70] Elapsed time 4.906 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.399122 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.41] INFO:root:Epoch[71] Elapsed time 4.913 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.407345 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.47] INFO:root:Epoch[72] Elapsed time 4.911 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.466378 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.43] INFO:root:Epoch[73] Elapsed time 4.783 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.425574 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.4] INFO:root:Epoch[74] Elapsed time 4.935 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.400887 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.37] INFO:root:Epoch[75] Elapsed time 4.872 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.368141 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.44] INFO:root:Epoch[76] Elapsed time 4.926 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.443003 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.44] INFO:root:Epoch[77] Elapsed time 4.909 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.435531 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.40it/s, avg_epoch_loss=5.43] INFO:root:Epoch[78] Elapsed time 5.435 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.426000 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.4] INFO:root:Epoch[79] Elapsed time 4.930 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.397383 INFO:root:Epoch[80] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.41] INFO:root:Epoch[80] Elapsed time 4.842 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.411231 INFO:root:Epoch[81] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.45] INFO:root:Epoch[81] Elapsed time 4.942 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.448398 INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.42] INFO:root:Epoch[82] Elapsed time 4.887 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.415187 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.39] INFO:root:Epoch[83] Elapsed time 5.010 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.389382 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.38] INFO:root:Epoch[84] Elapsed time 4.879 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.381796 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.46] INFO:root:Epoch[85] Elapsed time 4.912 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.459388 INFO:root:Loading parameters from best epoch (75) INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.45] INFO:root:Epoch[86] Elapsed time 4.919 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.449556 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.4] INFO:root:Epoch[87] Elapsed time 4.886 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.400294 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.37] INFO:root:Epoch[88] Elapsed time 4.828 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.366622 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.48] INFO:root:Epoch[89] Elapsed time 4.996 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.482318 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.43] INFO:root:Epoch[90] Elapsed time 4.806 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.434616 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.39] INFO:root:Epoch[91] Elapsed time 4.993 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.386935 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.37] INFO:root:Epoch[92] Elapsed time 4.876 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.366550 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.46] INFO:root:Epoch[93] Elapsed time 4.932 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.459084 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.42] INFO:root:Epoch[94] Elapsed time 4.890 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.417606 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.39] INFO:root:Epoch[95] Elapsed time 4.855 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.389589 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.38] INFO:root:Epoch[96] Elapsed time 4.959 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.382644 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.43] INFO:root:Epoch[97] Elapsed time 4.930 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.426002 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.38] INFO:root:Epoch[98] Elapsed time 4.825 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.380623 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.43] INFO:root:Epoch[99] Elapsed time 4.902 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.430628 INFO:root:Epoch[100] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.42] INFO:root:Epoch[100] Elapsed time 4.810 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.417498 INFO:root:Epoch[101] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.45] INFO:root:Epoch[101] Elapsed time 4.931 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.451880 INFO:root:Epoch[102] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.4] INFO:root:Epoch[102] Elapsed time 4.939 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.396334 INFO:root:Loading parameters from best epoch (92) INFO:root:Epoch[103] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.36] INFO:root:Epoch[103] Elapsed time 4.936 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.358040 INFO:root:Epoch[104] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.37] INFO:root:Epoch[104] Elapsed time 4.923 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.374805 INFO:root:Epoch[105] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.45] INFO:root:Epoch[105] Elapsed time 4.853 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.453295 INFO:root:Epoch[106] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.41] INFO:root:Epoch[106] Elapsed time 4.803 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.406088 INFO:root:Epoch[107] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.37] INFO:root:Epoch[107] Elapsed time 4.880 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.374099 INFO:root:Epoch[108] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.36] INFO:root:Epoch[108] Elapsed time 4.919 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.356043 INFO:root:Epoch[109] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.47] INFO:root:Epoch[109] Elapsed time 4.845 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.466123 INFO:root:Epoch[110] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.4] INFO:root:Epoch[110] Elapsed time 4.948 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.404870 INFO:root:Epoch[111] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.38] INFO:root:Epoch[111] Elapsed time 4.804 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.377756 INFO:root:Epoch[112] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.33] INFO:root:Epoch[112] Elapsed time 5.067 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.332950 INFO:root:Epoch[113] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.43] INFO:root:Epoch[113] Elapsed time 4.959 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.427262 INFO:root:Epoch[114] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.41] INFO:root:Epoch[114] Elapsed time 5.003 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.409784 INFO:root:Epoch[115] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 17.71it/s, avg_epoch_loss=5.39] INFO:root:Epoch[115] Elapsed time 5.649 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.391003 INFO:root:Epoch[116] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.4] INFO:root:Epoch[116] Elapsed time 4.951 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.395532 INFO:root:Epoch[117] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.4] INFO:root:Epoch[117] Elapsed time 4.944 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.398848 INFO:root:Epoch[118] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.44] INFO:root:Epoch[118] Elapsed time 4.985 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.443572 INFO:root:Epoch[119] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.39] INFO:root:Epoch[119] Elapsed time 4.873 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.387920 INFO:root:Epoch[120] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.39] INFO:root:Epoch[120] Elapsed time 4.908 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.386251 INFO:root:Epoch[121] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.36] INFO:root:Epoch[121] Elapsed time 4.889 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.357146 INFO:root:Epoch[122] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.44] INFO:root:Epoch[122] Elapsed time 4.902 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.444308 INFO:root:Loading parameters from best epoch (112) INFO:root:Epoch[123] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.39] INFO:root:Epoch[123] Elapsed time 4.830 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.391750 INFO:root:Epoch[124] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.4] INFO:root:Epoch[124] Elapsed time 4.902 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.398340 INFO:root:Epoch[125] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.39] INFO:root:Epoch[125] Elapsed time 4.920 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.387218 INFO:root:Epoch[126] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.47] INFO:root:Epoch[126] Elapsed time 4.890 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.473819 INFO:root:Epoch[127] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.44] INFO:root:Epoch[127] Elapsed time 4.896 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.437230 INFO:root:Epoch[128] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.39] INFO:root:Epoch[128] Elapsed time 4.879 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.386871 INFO:root:Epoch[129] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.34] INFO:root:Epoch[129] Elapsed time 4.984 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.335476 INFO:root:Epoch[130] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.41] INFO:root:Epoch[130] Elapsed time 4.840 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.412604 INFO:root:Epoch[131] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.4] INFO:root:Epoch[131] Elapsed time 4.939 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.402711 INFO:root:Epoch[132] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.37] INFO:root:Epoch[132] Elapsed time 4.877 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.369017 INFO:root:Loading parameters from best epoch (112) INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.32] INFO:root:Epoch[133] Elapsed time 4.948 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.323765 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.41] INFO:root:Epoch[134] Elapsed time 4.910 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.411747 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.44] INFO:root:Epoch[135] Elapsed time 4.913 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.436823 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.41] INFO:root:Epoch[136] Elapsed time 4.819 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.412820 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.38] INFO:root:Epoch[137] Elapsed time 4.930 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.380182 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.42] INFO:root:Epoch[138] Elapsed time 4.832 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.417354 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.46] INFO:root:Epoch[139] Elapsed time 4.987 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.464834 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.36] INFO:root:Epoch[140] Elapsed time 4.845 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.364128 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.37] INFO:root:Epoch[141] Elapsed time 5.080 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.371536 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.38] INFO:root:Epoch[142] Elapsed time 4.858 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.379734 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.43] INFO:root:Epoch[143] Elapsed time 4.995 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.432973 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.37] INFO:root:Epoch[144] Elapsed time 4.895 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.368517 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.39] INFO:root:Epoch[145] Elapsed time 4.918 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.393662 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.36] INFO:root:Epoch[146] Elapsed time 4.906 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.363759 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.44] INFO:root:Epoch[147] Elapsed time 4.895 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.437391 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.39] INFO:root:Epoch[148] Elapsed time 4.820 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.393459 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.39] INFO:root:Epoch[149] Elapsed time 4.930 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.389410 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.36] INFO:root:Epoch[150] Elapsed time 4.924 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.363871 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.24it/s, avg_epoch_loss=5.41] INFO:root:Epoch[151] Elapsed time 5.484 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.414042 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.90it/s, avg_epoch_loss=5.41] INFO:root:Epoch[152] Elapsed time 4.786 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.405990 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.36] INFO:root:Epoch[153] Elapsed time 4.876 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.362619 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.33] INFO:root:Epoch[154] Elapsed time 4.858 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.329038 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.41] INFO:root:Epoch[155] Elapsed time 4.895 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.411515 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.43] INFO:root:Epoch[156] Elapsed time 4.795 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.433525 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.38] INFO:root:Epoch[157] Elapsed time 4.910 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.382100 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.35] INFO:root:Epoch[158] Elapsed time 4.921 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.348534 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.46] INFO:root:Epoch[159] Elapsed time 4.850 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.463622 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.44] INFO:root:Epoch[160] Elapsed time 4.865 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.438482 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.37] INFO:root:Epoch[161] Elapsed time 4.875 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.367686 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.33] INFO:root:Epoch[162] Elapsed time 5.018 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.330512 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.38] INFO:root:Epoch[163] Elapsed time 5.000 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.379393 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.43] INFO:root:Epoch[164] Elapsed time 5.102 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.434239 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.37] INFO:root:Epoch[165] Elapsed time 4.846 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.372764 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.34] INFO:root:Epoch[166] Elapsed time 4.966 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.339014 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.39] INFO:root:Epoch[167] Elapsed time 4.823 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.392364 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.43] INFO:root:Epoch[168] Elapsed time 4.852 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.429719 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.41] INFO:root:Epoch[169] Elapsed time 4.804 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.409871 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.41] INFO:root:Epoch[170] Elapsed time 4.927 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.408124 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.4] INFO:root:Epoch[171] Elapsed time 4.827 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.402423 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.42] INFO:root:Epoch[172] Elapsed time 4.996 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.424151 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.4] INFO:root:Epoch[173] Elapsed time 4.844 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.399719 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.38] INFO:root:Epoch[174] Elapsed time 4.926 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.381112 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.39] INFO:root:Epoch[175] Elapsed time 4.824 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.386675 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.43] INFO:root:Epoch[176] Elapsed time 4.931 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.429213 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.36] INFO:root:Epoch[177] Elapsed time 4.844 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.362956 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.38] INFO:root:Epoch[178] Elapsed time 4.861 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.375248 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.4] INFO:root:Epoch[179] Elapsed time 4.874 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.402925 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.41] INFO:root:Epoch[180] Elapsed time 4.970 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.414070 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.37] INFO:root:Epoch[181] Elapsed time 4.835 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.370941 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.41] INFO:root:Epoch[182] Elapsed time 4.924 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.409224 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.37] INFO:root:Epoch[183] Elapsed time 4.915 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.365164 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.42] INFO:root:Epoch[184] Elapsed time 4.854 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.415500 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.37] INFO:root:Epoch[185] Elapsed time 4.841 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.373357 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.39] INFO:root:Epoch[186] Elapsed time 4.885 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.387965 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.41] INFO:root:Epoch[187] Elapsed time 4.829 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.406838 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.03it/s, avg_epoch_loss=5.42] INFO:root:Epoch[188] Elapsed time 5.548 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.417336 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.39] INFO:root:Epoch[189] Elapsed time 4.841 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.385892 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.39] INFO:root:Epoch[190] Elapsed time 4.963 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.386755 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.4] INFO:root:Epoch[191] Elapsed time 4.915 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.401438 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.42] INFO:root:Epoch[192] Elapsed time 4.905 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.416475 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.37] INFO:root:Epoch[193] Elapsed time 4.814 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.371482 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.38] INFO:root:Epoch[194] Elapsed time 5.014 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.384599 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.34] INFO:root:Epoch[195] Elapsed time 4.949 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.343801 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.41] INFO:root:Epoch[196] Elapsed time 4.932 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.414411 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.37] INFO:root:Epoch[197] Elapsed time 4.958 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.374173 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.38] INFO:root:Epoch[198] Elapsed time 4.924 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.375837 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.33] INFO:root:Epoch[199] Elapsed time 4.968 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.330767 INFO:root:Loading parameters from best epoch (133) INFO:root:Final loss: 5.323764767646789 (occurred at epoch 133) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.36it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.542536 0.032911 44.077748 0.029496 0.014361 seed epochs num_batches 0 44 200 100 Seed: 45
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 21.35it/s, avg_epoch_loss=7.28] INFO:root:Epoch[0] Elapsed time 4.686 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.276431 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.47] INFO:root:Epoch[1] Elapsed time 4.925 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.465541 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.46] INFO:root:Epoch[2] Elapsed time 4.910 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.455441 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=6.37] INFO:root:Epoch[3] Elapsed time 4.871 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.368487 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.3] INFO:root:Epoch[4] Elapsed time 4.910 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.300206 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.23] INFO:root:Epoch[5] Elapsed time 4.889 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.226234 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.33] INFO:root:Epoch[6] Elapsed time 4.889 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.328497 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=6.11] INFO:root:Epoch[7] Elapsed time 4.883 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.114633 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.16] INFO:root:Epoch[8] Elapsed time 4.949 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.155781 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.08] INFO:root:Epoch[9] Elapsed time 4.901 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.080563 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.13] INFO:root:Epoch[10] Elapsed time 4.925 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.126713 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.99] INFO:root:Epoch[11] Elapsed time 4.802 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.990958 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.96] INFO:root:Epoch[12] Elapsed time 4.873 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.964160 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.92] INFO:root:Epoch[13] Elapsed time 4.944 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.920176 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.99] INFO:root:Epoch[14] Elapsed time 4.966 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.993812 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.09] INFO:root:Epoch[15] Elapsed time 4.922 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.090631 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.96] INFO:root:Epoch[16] Elapsed time 4.915 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.959383 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.87] INFO:root:Epoch[17] Elapsed time 4.895 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.865631 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.92] INFO:root:Epoch[18] Elapsed time 4.938 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.920319 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.03] INFO:root:Epoch[19] Elapsed time 5.010 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.033742 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.88] INFO:root:Epoch[20] Elapsed time 4.873 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.879809 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.84] INFO:root:Epoch[21] Elapsed time 4.929 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.835346 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.86] INFO:root:Epoch[22] Elapsed time 4.833 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.858338 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.86] INFO:root:Epoch[23] Elapsed time 4.914 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.860571 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.90it/s, avg_epoch_loss=5.8] INFO:root:Epoch[24] Elapsed time 4.787 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.800287 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.85] INFO:root:Epoch[25] Elapsed time 4.895 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.847364 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.88] INFO:root:Epoch[26] Elapsed time 4.951 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.878353 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=5.83] INFO:root:Epoch[27] Elapsed time 5.427 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.831786 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.86] INFO:root:Epoch[28] Elapsed time 4.861 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.862491 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.79] INFO:root:Epoch[29] Elapsed time 4.971 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.791204 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.77] INFO:root:Epoch[30] Elapsed time 4.906 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.769843 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.83] INFO:root:Epoch[31] Elapsed time 4.980 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.828908 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.76] INFO:root:Epoch[32] Elapsed time 4.832 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.759106 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.84] INFO:root:Epoch[33] Elapsed time 4.909 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.838245 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.66] INFO:root:Epoch[34] Elapsed time 4.993 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.662680 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.8] INFO:root:Epoch[35] Elapsed time 4.872 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.800959 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.69] INFO:root:Epoch[36] Elapsed time 4.962 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.691154 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.69] INFO:root:Epoch[37] Elapsed time 4.799 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.685233 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.65] INFO:root:Epoch[38] Elapsed time 4.905 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.653889 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.73] INFO:root:Epoch[39] Elapsed time 4.948 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.726127 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.79] INFO:root:Epoch[40] Elapsed time 4.968 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.786563 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.68] INFO:root:Epoch[41] Elapsed time 4.799 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.682389 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.66] INFO:root:Epoch[42] Elapsed time 4.963 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.658141 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.65] INFO:root:Epoch[43] Elapsed time 4.854 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.646001 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.71] INFO:root:Epoch[44] Elapsed time 4.962 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.709454 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.67] INFO:root:Epoch[45] Elapsed time 4.811 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.666038 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.66] INFO:root:Epoch[46] Elapsed time 4.971 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.657957 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.7] INFO:root:Epoch[47] Elapsed time 4.804 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.702735 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.74] INFO:root:Epoch[48] Elapsed time 4.960 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.739992 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.6] INFO:root:Epoch[49] Elapsed time 4.891 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.598430 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.68] INFO:root:Epoch[50] Elapsed time 4.952 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.682453 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.65] INFO:root:Epoch[51] Elapsed time 4.846 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.651745 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.69] INFO:root:Epoch[52] Elapsed time 4.988 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.686975 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.61] INFO:root:Epoch[53] Elapsed time 4.884 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.609043 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.66] INFO:root:Epoch[54] Elapsed time 4.918 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.656085 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.61] INFO:root:Epoch[55] Elapsed time 4.870 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.614795 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.74] INFO:root:Epoch[56] Elapsed time 4.931 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.743425 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.65] INFO:root:Epoch[57] Elapsed time 4.875 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.647321 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.64] INFO:root:Epoch[58] Elapsed time 4.898 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.637710 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.61] INFO:root:Epoch[59] Elapsed time 4.913 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.614938 INFO:root:Loading parameters from best epoch (49) INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.64] INFO:root:Epoch[60] Elapsed time 4.949 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.640929 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.55] INFO:root:Epoch[61] Elapsed time 4.809 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.551133 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.57] INFO:root:Epoch[62] Elapsed time 4.881 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.572488 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.56] INFO:root:Epoch[63] Elapsed time 4.987 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.564929 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=5.66] INFO:root:Epoch[64] Elapsed time 5.419 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.660523 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.59] INFO:root:Epoch[65] Elapsed time 4.837 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.593900 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.55] INFO:root:Epoch[66] Elapsed time 4.950 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.550101 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.55] INFO:root:Epoch[67] Elapsed time 4.968 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.549741 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.56] INFO:root:Epoch[68] Elapsed time 4.970 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.562402 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.56] INFO:root:Epoch[69] Elapsed time 4.994 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.558772 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.57] INFO:root:Epoch[70] Elapsed time 4.905 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.568051 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.54] INFO:root:Epoch[71] Elapsed time 4.967 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.543987 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.53] INFO:root:Epoch[72] Elapsed time 4.844 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.528784 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.66] INFO:root:Epoch[73] Elapsed time 5.065 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.659761 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.54] INFO:root:Epoch[74] Elapsed time 4.824 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.544116 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.55] INFO:root:Epoch[75] Elapsed time 5.128 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.551022 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.59] INFO:root:Epoch[76] Elapsed time 5.058 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.586649 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.59] INFO:root:Epoch[77] Elapsed time 5.025 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.591754 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.57] INFO:root:Epoch[78] Elapsed time 4.862 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.573517 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.48] INFO:root:Epoch[79] Elapsed time 4.867 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.476222 INFO:root:Epoch[80] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.52] INFO:root:Epoch[80] Elapsed time 4.981 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.524942 INFO:root:Epoch[81] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.53] INFO:root:Epoch[81] Elapsed time 4.871 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.531499 INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.57] INFO:root:Epoch[82] Elapsed time 4.883 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.568076 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.54] INFO:root:Epoch[83] Elapsed time 4.874 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.535543 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.56] INFO:root:Epoch[84] Elapsed time 5.076 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.559562 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.54] INFO:root:Epoch[85] Elapsed time 4.920 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.542894 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.55] INFO:root:Epoch[86] Elapsed time 4.971 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.553694 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.54] INFO:root:Epoch[87] Elapsed time 4.931 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.540315 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.5] INFO:root:Epoch[88] Elapsed time 4.930 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.500616 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.48] INFO:root:Epoch[89] Elapsed time 5.003 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.476650 INFO:root:Loading parameters from best epoch (79) INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.58] INFO:root:Epoch[90] Elapsed time 4.904 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.578382 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.5] INFO:root:Epoch[91] Elapsed time 4.799 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.496574 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.47] INFO:root:Epoch[92] Elapsed time 4.870 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.471101 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.51] INFO:root:Epoch[93] Elapsed time 4.824 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.509734 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.55] INFO:root:Epoch[94] Elapsed time 4.888 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.551287 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.5] INFO:root:Epoch[95] Elapsed time 4.837 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.504892 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.48] INFO:root:Epoch[96] Elapsed time 4.854 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.484719 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.52] INFO:root:Epoch[97] Elapsed time 4.807 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.520065 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.58] INFO:root:Epoch[98] Elapsed time 4.828 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.580511 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.48] INFO:root:Epoch[99] Elapsed time 4.901 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.479269 INFO:root:Epoch[100] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.60it/s, avg_epoch_loss=5.5] INFO:root:Epoch[100] Elapsed time 5.684 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.497567 INFO:root:Epoch[101] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.48] INFO:root:Epoch[101] Elapsed time 4.849 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.482748 INFO:root:Epoch[102] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.54] INFO:root:Epoch[102] Elapsed time 4.973 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.541089 INFO:root:Loading parameters from best epoch (92) INFO:root:Epoch[103] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.5] INFO:root:Epoch[103] Elapsed time 4.820 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.503929 INFO:root:Epoch[104] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.46] INFO:root:Epoch[104] Elapsed time 4.875 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.457976 INFO:root:Epoch[105] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.51] INFO:root:Epoch[105] Elapsed time 4.931 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.512788 INFO:root:Epoch[106] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.52] INFO:root:Epoch[106] Elapsed time 4.986 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.524854 INFO:root:Epoch[107] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.46] INFO:root:Epoch[107] Elapsed time 4.908 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.461458 INFO:root:Epoch[108] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.45] INFO:root:Epoch[108] Elapsed time 4.880 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.449773 INFO:root:Epoch[109] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.47] INFO:root:Epoch[109] Elapsed time 4.903 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.473807 INFO:root:Epoch[110] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.56] INFO:root:Epoch[110] Elapsed time 4.921 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.562815 INFO:root:Epoch[111] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.49] INFO:root:Epoch[111] Elapsed time 4.827 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.487306 INFO:root:Epoch[112] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.44] INFO:root:Epoch[112] Elapsed time 4.911 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.441833 INFO:root:Epoch[113] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.47] INFO:root:Epoch[113] Elapsed time 4.923 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.468615 INFO:root:Epoch[114] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.55] INFO:root:Epoch[114] Elapsed time 4.919 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.554872 INFO:root:Epoch[115] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.49] INFO:root:Epoch[115] Elapsed time 4.860 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.488594 INFO:root:Epoch[116] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.52] INFO:root:Epoch[116] Elapsed time 4.885 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.519208 INFO:root:Epoch[117] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.48] INFO:root:Epoch[117] Elapsed time 4.820 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.476341 INFO:root:Epoch[118] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.54] INFO:root:Epoch[118] Elapsed time 4.911 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.536054 INFO:root:Epoch[119] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.45] INFO:root:Epoch[119] Elapsed time 4.828 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.452497 INFO:root:Epoch[120] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.47] INFO:root:Epoch[120] Elapsed time 4.959 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.470148 INFO:root:Epoch[121] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.47] INFO:root:Epoch[121] Elapsed time 4.858 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.472338 INFO:root:Epoch[122] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.51] INFO:root:Epoch[122] Elapsed time 5.032 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.506866 INFO:root:Loading parameters from best epoch (112) INFO:root:Epoch[123] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.45] INFO:root:Epoch[123] Elapsed time 4.813 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.453093 INFO:root:Epoch[124] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.46] INFO:root:Epoch[124] Elapsed time 4.966 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.458225 INFO:root:Epoch[125] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.49] INFO:root:Epoch[125] Elapsed time 4.908 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.485497 INFO:root:Epoch[126] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.55] INFO:root:Epoch[126] Elapsed time 4.943 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.546296 INFO:root:Epoch[127] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.48] INFO:root:Epoch[127] Elapsed time 4.915 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.478376 INFO:root:Epoch[128] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.46] INFO:root:Epoch[128] Elapsed time 4.888 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.459987 INFO:root:Epoch[129] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.46] INFO:root:Epoch[129] Elapsed time 4.951 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.457478 INFO:root:Epoch[130] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.52] INFO:root:Epoch[130] Elapsed time 4.975 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.515500 INFO:root:Epoch[131] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.57] INFO:root:Epoch[131] Elapsed time 4.916 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.569469 INFO:root:Epoch[132] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.5] INFO:root:Epoch[132] Elapsed time 4.817 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.498615 INFO:root:Loading parameters from best epoch (112) INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.41] INFO:root:Epoch[133] Elapsed time 5.011 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.413572 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.53] INFO:root:Epoch[134] Elapsed time 4.831 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.531760 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.5] INFO:root:Epoch[135] Elapsed time 4.839 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.501741 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.48] INFO:root:Epoch[136] Elapsed time 4.987 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.482904 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.84it/s, avg_epoch_loss=5.46] INFO:root:Epoch[137] Elapsed time 5.609 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.463612 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.48] INFO:root:Epoch[138] Elapsed time 4.874 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.476600 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.57] INFO:root:Epoch[139] Elapsed time 4.883 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.570025 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.44] INFO:root:Epoch[140] Elapsed time 4.816 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.438242 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.47] INFO:root:Epoch[141] Elapsed time 5.022 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.472370 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.47] INFO:root:Epoch[142] Elapsed time 4.882 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.471070 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.52] INFO:root:Epoch[143] Elapsed time 4.891 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.520959 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.47] INFO:root:Epoch[144] Elapsed time 4.790 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.468419 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.48] INFO:root:Epoch[145] Elapsed time 5.067 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.484951 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.47] INFO:root:Epoch[146] Elapsed time 4.933 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.474524 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.54] INFO:root:Epoch[147] Elapsed time 4.878 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.541782 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.46] INFO:root:Epoch[148] Elapsed time 4.892 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.462886 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.48] INFO:root:Epoch[149] Elapsed time 4.954 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.482020 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.47] INFO:root:Epoch[150] Elapsed time 4.808 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.467550 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.52] INFO:root:Epoch[151] Elapsed time 4.886 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.516143 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 21.10it/s, avg_epoch_loss=5.43] INFO:root:Epoch[152] Elapsed time 4.742 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.427990 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.48] INFO:root:Epoch[153] Elapsed time 4.908 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.476295 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.46] INFO:root:Epoch[154] Elapsed time 4.842 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.459195 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.54] INFO:root:Epoch[155] Elapsed time 4.942 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.544194 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.49] INFO:root:Epoch[156] Elapsed time 4.850 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.494445 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.46] INFO:root:Epoch[157] Elapsed time 4.870 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.461277 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.46] INFO:root:Epoch[158] Elapsed time 4.872 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.458322 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.51] INFO:root:Epoch[159] Elapsed time 4.900 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.512933 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.52] INFO:root:Epoch[160] Elapsed time 4.863 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.518262 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.45] INFO:root:Epoch[161] Elapsed time 4.947 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.451914 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.45] INFO:root:Epoch[162] Elapsed time 4.879 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.452250 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.5] INFO:root:Epoch[163] Elapsed time 4.896 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.499870 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.48] INFO:root:Epoch[164] Elapsed time 4.830 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.484374 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.44] INFO:root:Epoch[165] Elapsed time 4.887 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.442972 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.46] INFO:root:Epoch[166] Elapsed time 4.914 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.459935 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.51] INFO:root:Epoch[167] Elapsed time 4.938 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.505605 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.46] INFO:root:Epoch[168] Elapsed time 4.823 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.457916 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.46] INFO:root:Epoch[169] Elapsed time 4.879 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.457194 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.44] INFO:root:Epoch[170] Elapsed time 4.910 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.444514 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.51] INFO:root:Epoch[171] Elapsed time 4.911 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.513869 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.48] INFO:root:Epoch[172] Elapsed time 4.905 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.478630 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=5.49] INFO:root:Epoch[173] Elapsed time 5.440 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.485378 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.44] INFO:root:Epoch[174] Elapsed time 4.878 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.443187 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.49] INFO:root:Epoch[175] Elapsed time 4.984 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.494015 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 21.00it/s, avg_epoch_loss=5.46] INFO:root:Epoch[176] Elapsed time 4.764 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.458611 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.47] INFO:root:Epoch[177] Elapsed time 4.913 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.467413 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.42] INFO:root:Epoch[178] Elapsed time 4.881 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.420163 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.51] INFO:root:Epoch[179] Elapsed time 4.983 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.514904 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.47] INFO:root:Epoch[180] Elapsed time 4.908 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.468400 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.5] INFO:root:Epoch[181] Elapsed time 4.964 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.500333 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.43] INFO:root:Epoch[182] Elapsed time 4.900 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.428851 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.52] INFO:root:Epoch[183] Elapsed time 4.849 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.523510 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.5] INFO:root:Epoch[184] Elapsed time 4.869 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.499757 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.47] INFO:root:Epoch[185] Elapsed time 4.912 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.466880 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.44] INFO:root:Epoch[186] Elapsed time 4.919 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.435276 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.48] INFO:root:Epoch[187] Elapsed time 4.856 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.480223 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.46] INFO:root:Epoch[188] Elapsed time 4.938 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.458954 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.48] INFO:root:Epoch[189] Elapsed time 4.814 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.482034 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.4] INFO:root:Epoch[190] Elapsed time 4.883 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.396997 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.49] INFO:root:Epoch[191] Elapsed time 4.909 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.485518 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.51] INFO:root:Epoch[192] Elapsed time 5.017 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.507575 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.47] INFO:root:Epoch[193] Elapsed time 4.910 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.465467 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.42] INFO:root:Epoch[194] Elapsed time 4.977 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.424569 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.44] INFO:root:Epoch[195] Elapsed time 4.937 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.439580 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.5] INFO:root:Epoch[196] Elapsed time 4.933 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.498552 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.44] INFO:root:Epoch[197] Elapsed time 4.860 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.437307 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.42] INFO:root:Epoch[198] Elapsed time 4.926 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.420278 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.47] INFO:root:Epoch[199] Elapsed time 4.920 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.470489 INFO:root:Loading parameters from best epoch (190) INFO:root:Final loss: 5.396997432708741 (occurred at epoch 190) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.36it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.205922 0.030884 44.491649 0.026346 0.012919 seed epochs num_batches 0 45 200 100 Seed: 46
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 22.15it/s, avg_epoch_loss=7.42] INFO:root:Epoch[0] Elapsed time 4.517 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.417712 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.58] INFO:root:Epoch[1] Elapsed time 4.932 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.575814 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.52] INFO:root:Epoch[2] Elapsed time 5.039 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.522139 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=6.37] INFO:root:Epoch[3] Elapsed time 4.824 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.367299 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.36] INFO:root:Epoch[4] Elapsed time 4.910 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.358828 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.26] INFO:root:Epoch[5] Elapsed time 4.925 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.256351 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.27] INFO:root:Epoch[6] Elapsed time 5.060 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.266776 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=6.15] INFO:root:Epoch[7] Elapsed time 4.856 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.150137 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=6.1] INFO:root:Epoch[8] Elapsed time 4.870 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.097656 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=6.05] INFO:root:Epoch[9] Elapsed time 4.821 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.051336 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=6.09] INFO:root:Epoch[10] Elapsed time 4.918 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.088739 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.02] INFO:root:Epoch[11] Elapsed time 4.868 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.019439 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.96] INFO:root:Epoch[12] Elapsed time 5.261 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.960045 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.94] INFO:root:Epoch[13] Elapsed time 5.231 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.943450 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.99] INFO:root:Epoch[14] Elapsed time 4.892 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.992290 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.84] INFO:root:Epoch[15] Elapsed time 4.836 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.839037 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.87] INFO:root:Epoch[16] Elapsed time 4.961 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.867735 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.84] INFO:root:Epoch[17] Elapsed time 4.946 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.839886 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.88] INFO:root:Epoch[18] Elapsed time 5.025 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.881023 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.8] INFO:root:Epoch[19] Elapsed time 4.816 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.798569 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.73] INFO:root:Epoch[20] Elapsed time 4.920 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.728812 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.72] INFO:root:Epoch[21] Elapsed time 4.918 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.715943 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.79] INFO:root:Epoch[22] Elapsed time 4.796 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.791001 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.64] INFO:root:Epoch[23] Elapsed time 4.985 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.643694 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.65] INFO:root:Epoch[24] Elapsed time 4.881 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.653882 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.64] INFO:root:Epoch[25] Elapsed time 5.027 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.635357 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.62] INFO:root:Epoch[26] Elapsed time 4.914 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.622784 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.71] INFO:root:Epoch[27] Elapsed time 4.998 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.706772 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.59] INFO:root:Epoch[28] Elapsed time 4.842 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.592949 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.62] INFO:root:Epoch[29] Elapsed time 4.944 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.622810 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.63] INFO:root:Epoch[30] Elapsed time 4.869 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.625314 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.68] INFO:root:Epoch[31] Elapsed time 4.944 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.675578 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.61] INFO:root:Epoch[32] Elapsed time 4.793 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.607775 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.59] INFO:root:Epoch[33] Elapsed time 4.898 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.585723 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.59] INFO:root:Epoch[34] Elapsed time 4.881 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.594405 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.61] INFO:root:Epoch[35] Elapsed time 4.976 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.608103 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.58] INFO:root:Epoch[36] Elapsed time 4.889 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.581853 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.56] INFO:root:Epoch[37] Elapsed time 5.029 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.556555 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.51] INFO:root:Epoch[38] Elapsed time 4.877 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.513012 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.56] INFO:root:Epoch[39] Elapsed time 4.900 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.557769 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.90it/s, avg_epoch_loss=5.53] INFO:root:Epoch[40] Elapsed time 4.787 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.532634 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.49] INFO:root:Epoch[41] Elapsed time 5.071 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.492748 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.49] INFO:root:Epoch[42] Elapsed time 4.837 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.490577 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.52] INFO:root:Epoch[43] Elapsed time 4.980 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.517076 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.47] INFO:root:Epoch[44] Elapsed time 4.813 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.471633 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.49] INFO:root:Epoch[45] Elapsed time 4.931 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.485817 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.51] INFO:root:Epoch[46] Elapsed time 4.850 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.510950 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.55] INFO:root:Epoch[47] Elapsed time 4.858 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.549415 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.48] INFO:root:Epoch[48] Elapsed time 4.827 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.475076 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.61it/s, avg_epoch_loss=5.47] INFO:root:Epoch[49] Elapsed time 5.684 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.469599 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.48] INFO:root:Epoch[50] Elapsed time 4.909 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.480569 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.5] INFO:root:Epoch[51] Elapsed time 4.966 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.500866 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.47] INFO:root:Epoch[52] Elapsed time 4.901 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.465447 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.53] INFO:root:Epoch[53] Elapsed time 5.107 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.527382 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.47] INFO:root:Epoch[54] Elapsed time 4.875 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.465108 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.54] INFO:root:Epoch[55] Elapsed time 4.953 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.541056 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.53] INFO:root:Epoch[56] Elapsed time 4.926 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.534076 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.46] INFO:root:Epoch[57] Elapsed time 4.931 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.463332 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.41] INFO:root:Epoch[58] Elapsed time 4.992 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.413642 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.54] INFO:root:Epoch[59] Elapsed time 4.865 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.542583 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.45] INFO:root:Epoch[60] Elapsed time 4.923 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.447716 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.44] INFO:root:Epoch[61] Elapsed time 4.867 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.441098 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.42] INFO:root:Epoch[62] Elapsed time 4.869 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.418776 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.49] INFO:root:Epoch[63] Elapsed time 4.823 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.493568 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.47] INFO:root:Epoch[64] Elapsed time 4.862 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.471138 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.47] INFO:root:Epoch[65] Elapsed time 4.883 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.471560 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.43] INFO:root:Epoch[66] Elapsed time 4.946 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.432452 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.43] INFO:root:Epoch[67] Elapsed time 4.942 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.434987 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.48] INFO:root:Epoch[68] Elapsed time 4.943 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.480459 INFO:root:Loading parameters from best epoch (58) INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.44] INFO:root:Epoch[69] Elapsed time 4.832 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.441471 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.44] INFO:root:Epoch[70] Elapsed time 4.903 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.435141 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.41] INFO:root:Epoch[71] Elapsed time 4.875 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.411444 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.46] INFO:root:Epoch[72] Elapsed time 4.983 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.463363 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.37] INFO:root:Epoch[73] Elapsed time 4.891 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.373312 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.43] INFO:root:Epoch[74] Elapsed time 5.008 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.425339 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.43] INFO:root:Epoch[75] Elapsed time 4.989 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.429918 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.47] INFO:root:Epoch[76] Elapsed time 4.972 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.473453 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.42] INFO:root:Epoch[77] Elapsed time 4.844 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.419533 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.37] INFO:root:Epoch[78] Elapsed time 4.897 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.371096 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.41] INFO:root:Epoch[79] Elapsed time 4.839 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.413555 INFO:root:Epoch[80] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.47] INFO:root:Epoch[80] Elapsed time 4.969 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.467470 INFO:root:Epoch[81] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.4] INFO:root:Epoch[81] Elapsed time 4.895 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.399926 INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.36] INFO:root:Epoch[82] Elapsed time 4.871 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.360927 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.4] INFO:root:Epoch[83] Elapsed time 4.932 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.395842 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.48] INFO:root:Epoch[84] Elapsed time 4.936 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.475495 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.42] INFO:root:Epoch[85] Elapsed time 5.194 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.419142 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.42] INFO:root:Epoch[86] Elapsed time 5.131 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.418596 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.38] INFO:root:Epoch[87] Elapsed time 4.859 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.378796 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.45] INFO:root:Epoch[88] Elapsed time 5.027 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.454366 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.47] INFO:root:Epoch[89] Elapsed time 4.898 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.472656 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.42] INFO:root:Epoch[90] Elapsed time 4.959 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.416002 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.33] INFO:root:Epoch[91] Elapsed time 4.888 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.333380 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.47] INFO:root:Epoch[92] Elapsed time 4.872 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.474907 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.45] INFO:root:Epoch[93] Elapsed time 4.815 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.450027 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.37] INFO:root:Epoch[94] Elapsed time 4.947 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.370330 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.36] INFO:root:Epoch[95] Elapsed time 4.876 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.358619 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.51] INFO:root:Epoch[96] Elapsed time 5.017 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.507427 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.4] INFO:root:Epoch[97] Elapsed time 4.950 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.402356 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.41] INFO:root:Epoch[98] Elapsed time 5.019 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.414740 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.38] INFO:root:Epoch[99] Elapsed time 4.898 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.383852 INFO:root:Epoch[100] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.46] INFO:root:Epoch[100] Elapsed time 4.854 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.458439 INFO:root:Epoch[101] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.4] INFO:root:Epoch[101] Elapsed time 4.847 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.399886 INFO:root:Loading parameters from best epoch (91) INFO:root:Epoch[102] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.37] INFO:root:Epoch[102] Elapsed time 4.870 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.370000 INFO:root:Epoch[103] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.37] INFO:root:Epoch[103] Elapsed time 4.892 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.372872 INFO:root:Epoch[104] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.44] INFO:root:Epoch[104] Elapsed time 4.910 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.436316 INFO:root:Epoch[105] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.42] INFO:root:Epoch[105] Elapsed time 4.855 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.424024 INFO:root:Epoch[106] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.42] INFO:root:Epoch[106] Elapsed time 4.843 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.415731 INFO:root:Epoch[107] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.35] INFO:root:Epoch[107] Elapsed time 4.927 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.345693 INFO:root:Epoch[108] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.44] INFO:root:Epoch[108] Elapsed time 4.919 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.436192 INFO:root:Epoch[109] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.44] INFO:root:Epoch[109] Elapsed time 4.981 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.443382 INFO:root:Epoch[110] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.4] INFO:root:Epoch[110] Elapsed time 4.878 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.403064 INFO:root:Epoch[111] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.38] INFO:root:Epoch[111] Elapsed time 4.894 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.382735 INFO:root:Loading parameters from best epoch (91) INFO:root:Epoch[112] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.35] INFO:root:Epoch[112] Elapsed time 4.901 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.354829 INFO:root:Epoch[113] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.43] INFO:root:Epoch[113] Elapsed time 4.900 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.430796 INFO:root:Epoch[114] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.39] INFO:root:Epoch[114] Elapsed time 4.838 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.388776 INFO:root:Epoch[115] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.37] INFO:root:Epoch[115] Elapsed time 4.959 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.370341 INFO:root:Epoch[116] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.34] INFO:root:Epoch[116] Elapsed time 4.876 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.337893 INFO:root:Epoch[117] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.45] INFO:root:Epoch[117] Elapsed time 4.936 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.445615 INFO:root:Epoch[118] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.4] INFO:root:Epoch[118] Elapsed time 4.820 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.403073 INFO:root:Epoch[119] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.39] INFO:root:Epoch[119] Elapsed time 4.922 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.394035 INFO:root:Epoch[120] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.36] INFO:root:Epoch[120] Elapsed time 4.959 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.361235 INFO:root:Epoch[121] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=5.44] INFO:root:Epoch[121] Elapsed time 5.418 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.436457 INFO:root:Loading parameters from best epoch (91) INFO:root:Epoch[122] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=5.39] INFO:root:Epoch[122] Elapsed time 6.924 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.386883 INFO:root:Epoch[123] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:06<00:00, 15.24it/s, avg_epoch_loss=5.34] INFO:root:Epoch[123] Elapsed time 6.562 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.335645 INFO:root:Epoch[124] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:06<00:00, 15.13it/s, avg_epoch_loss=5.36] INFO:root:Epoch[124] Elapsed time 6.614 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.362415 INFO:root:Epoch[125] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:06<00:00, 15.87it/s, avg_epoch_loss=5.45] INFO:root:Epoch[125] Elapsed time 6.302 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.448108 INFO:root:Epoch[126] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.30it/s, avg_epoch_loss=5.35] INFO:root:Epoch[126] Elapsed time 5.465 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.351181 INFO:root:Epoch[127] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.37] INFO:root:Epoch[127] Elapsed time 5.155 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.366470 INFO:root:Epoch[128] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=5.35] INFO:root:Epoch[128] Elapsed time 5.290 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.349242 INFO:root:Epoch[129] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.44] INFO:root:Epoch[129] Elapsed time 5.051 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.438703 INFO:root:Epoch[130] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.41] INFO:root:Epoch[130] Elapsed time 5.105 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.407128 INFO:root:Epoch[131] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.39] INFO:root:Epoch[131] Elapsed time 5.033 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.392870 INFO:root:Loading parameters from best epoch (91) INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.34] INFO:root:Epoch[132] Elapsed time 5.045 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.337285 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.44] INFO:root:Epoch[133] Elapsed time 5.015 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.443160 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.42] INFO:root:Epoch[134] Elapsed time 5.238 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.417137 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.37] INFO:root:Epoch[135] Elapsed time 5.051 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.370171 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.34] INFO:root:Epoch[136] Elapsed time 5.036 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.338152 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.4] INFO:root:Epoch[137] Elapsed time 5.121 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.395058 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.4] INFO:root:Epoch[138] Elapsed time 5.175 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.396971 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.39] INFO:root:Epoch[139] Elapsed time 5.064 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.390402 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.33] INFO:root:Epoch[140] Elapsed time 5.137 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.334788 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.42] INFO:root:Epoch[141] Elapsed time 4.947 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.419427 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.4] INFO:root:Epoch[142] Elapsed time 5.080 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.397695 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=5.38] INFO:root:Epoch[143] Elapsed time 5.242 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.377796 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.34] INFO:root:Epoch[144] Elapsed time 5.312 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.336537 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.42] INFO:root:Epoch[145] Elapsed time 5.100 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.420425 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=5.41] INFO:root:Epoch[146] Elapsed time 5.295 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.407279 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.37] INFO:root:Epoch[147] Elapsed time 4.981 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.372905 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.36] INFO:root:Epoch[148] Elapsed time 4.907 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.361086 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.39] INFO:root:Epoch[149] Elapsed time 4.894 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.387728 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.45] INFO:root:Epoch[150] Elapsed time 4.890 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.454603 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.41] INFO:root:Epoch[151] Elapsed time 4.907 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.410141 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.37] INFO:root:Epoch[152] Elapsed time 4.953 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.372460 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.36] INFO:root:Epoch[153] Elapsed time 5.002 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.362134 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.39] INFO:root:Epoch[154] Elapsed time 4.968 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.386710 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.97it/s, avg_epoch_loss=5.39] INFO:root:Epoch[155] Elapsed time 4.772 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.386730 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.16it/s, avg_epoch_loss=5.36] INFO:root:Epoch[156] Elapsed time 5.510 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.358678 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.38] INFO:root:Epoch[157] Elapsed time 4.918 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.382978 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.41] INFO:root:Epoch[158] Elapsed time 4.952 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.407210 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.4] INFO:root:Epoch[159] Elapsed time 4.827 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.396467 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.4] INFO:root:Epoch[160] Elapsed time 5.045 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.400968 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.36] INFO:root:Epoch[161] Elapsed time 4.899 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.364365 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.42] INFO:root:Epoch[162] Elapsed time 4.985 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.420656 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.39] INFO:root:Epoch[163] Elapsed time 4.845 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.387934 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.35] INFO:root:Epoch[164] Elapsed time 4.952 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.353924 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.38] INFO:root:Epoch[165] Elapsed time 4.837 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.378869 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.43] INFO:root:Epoch[166] Elapsed time 4.925 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.427488 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.4] INFO:root:Epoch[167] Elapsed time 4.839 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.402297 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.37] INFO:root:Epoch[168] Elapsed time 4.889 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.373758 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.33] INFO:root:Epoch[169] Elapsed time 5.046 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.325674 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.47] INFO:root:Epoch[170] Elapsed time 4.806 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.466762 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.41] INFO:root:Epoch[171] Elapsed time 4.782 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.412735 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.36] INFO:root:Epoch[172] Elapsed time 4.962 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.355851 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.33] INFO:root:Epoch[173] Elapsed time 4.944 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.326293 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.41] INFO:root:Epoch[174] Elapsed time 4.870 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.411053 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.43] INFO:root:Epoch[175] Elapsed time 4.852 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.431071 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.36] INFO:root:Epoch[176] Elapsed time 5.083 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.363953 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.35] INFO:root:Epoch[177] Elapsed time 5.016 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.347472 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.43] INFO:root:Epoch[178] Elapsed time 4.832 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.431780 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.4] INFO:root:Epoch[179] Elapsed time 4.974 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.397800 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.38] INFO:root:Epoch[180] Elapsed time 4.824 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.377420 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.37] INFO:root:Epoch[181] Elapsed time 5.010 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.368670 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.36] INFO:root:Epoch[182] Elapsed time 4.972 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.356142 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.38] INFO:root:Epoch[183] Elapsed time 4.943 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.381593 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.38] INFO:root:Epoch[184] Elapsed time 4.840 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.376648 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.35] INFO:root:Epoch[185] Elapsed time 4.956 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.345330 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.36] INFO:root:Epoch[186] Elapsed time 4.909 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.364558 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.42] INFO:root:Epoch[187] Elapsed time 4.897 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.419905 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.37] INFO:root:Epoch[188] Elapsed time 4.936 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.371553 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.37] INFO:root:Epoch[189] Elapsed time 4.904 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.371300 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.31] INFO:root:Epoch[190] Elapsed time 4.903 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.309688 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.4] INFO:root:Epoch[191] Elapsed time 4.979 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.397560 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.42] INFO:root:Epoch[192] Elapsed time 5.229 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.415530 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=5.34] INFO:root:Epoch[193] Elapsed time 5.338 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.340431 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.34] INFO:root:Epoch[194] Elapsed time 4.918 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.338783 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.47] INFO:root:Epoch[195] Elapsed time 4.902 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.467086 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.39] INFO:root:Epoch[196] Elapsed time 4.869 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.386058 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.38] INFO:root:Epoch[197] Elapsed time 5.096 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.384833 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.32] INFO:root:Epoch[198] Elapsed time 5.002 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.317453 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.41] INFO:root:Epoch[199] Elapsed time 4.829 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.407375 INFO:root:Loading parameters from best epoch (190) INFO:root:Final loss: 5.3096876001358035 (occurred at epoch 190) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.32it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.573204 0.034124 40.782939 0.030776 0.01372 seed epochs num_batches 0 46 200 100 Seed: 47
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 21.73it/s, avg_epoch_loss=7.07] INFO:root:Epoch[0] Elapsed time 4.604 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.072772 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.57] INFO:root:Epoch[1] Elapsed time 4.946 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.570054 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.48] INFO:root:Epoch[2] Elapsed time 4.951 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.479136 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=6.35] INFO:root:Epoch[3] Elapsed time 4.854 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.345189 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.33] INFO:root:Epoch[4] Elapsed time 5.114 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.333565 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.26] INFO:root:Epoch[5] Elapsed time 5.019 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.256826 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.3] INFO:root:Epoch[6] Elapsed time 5.037 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.300561 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.18] INFO:root:Epoch[7] Elapsed time 4.925 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.175202 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.07] INFO:root:Epoch[8] Elapsed time 4.985 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.069242 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.06] INFO:root:Epoch[9] Elapsed time 4.908 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.057805 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.05] INFO:root:Epoch[10] Elapsed time 4.868 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.049748 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=6.05] INFO:root:Epoch[11] Elapsed time 4.891 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.054724 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.99] INFO:root:Epoch[12] Elapsed time 4.905 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.994842 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.93] INFO:root:Epoch[13] Elapsed time 4.976 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.928292 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.93] INFO:root:Epoch[14] Elapsed time 4.928 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.925790 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.98] INFO:root:Epoch[15] Elapsed time 4.972 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.978433 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.93] INFO:root:Epoch[16] Elapsed time 4.822 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.934497 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.89] INFO:root:Epoch[17] Elapsed time 4.907 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.885120 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.9] INFO:root:Epoch[18] Elapsed time 4.898 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.903165 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.9] INFO:root:Epoch[19] Elapsed time 5.085 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.904982 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.85] INFO:root:Epoch[20] Elapsed time 4.888 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.849713 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.8] INFO:root:Epoch[21] Elapsed time 4.968 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.799482 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.81] INFO:root:Epoch[22] Elapsed time 4.852 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.806788 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.88] INFO:root:Epoch[23] Elapsed time 4.941 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.881783 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.74] INFO:root:Epoch[24] Elapsed time 4.865 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.737768 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.72] INFO:root:Epoch[25] Elapsed time 4.932 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.721198 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.77] INFO:root:Epoch[26] Elapsed time 4.938 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.771701 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.78] INFO:root:Epoch[27] Elapsed time 5.032 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.778506 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.69] INFO:root:Epoch[28] Elapsed time 4.953 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.686490 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.77] INFO:root:Epoch[29] Elapsed time 4.896 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.774061 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.74] INFO:root:Epoch[30] Elapsed time 4.953 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.742787 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.73] INFO:root:Epoch[31] Elapsed time 5.236 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.726574 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=5.63] INFO:root:Epoch[32] Elapsed time 5.240 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.631538 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.6] INFO:root:Epoch[33] Elapsed time 4.984 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.598382 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.6] INFO:root:Epoch[34] Elapsed time 4.945 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.601795 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.65] INFO:root:Epoch[35] Elapsed time 4.960 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.647330 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.67] INFO:root:Epoch[36] Elapsed time 4.802 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.666175 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.7] INFO:root:Epoch[37] Elapsed time 5.055 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.704813 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.59] INFO:root:Epoch[38] Elapsed time 4.879 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.585818 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.61] INFO:root:Epoch[39] Elapsed time 5.102 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.610568 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.98it/s, avg_epoch_loss=5.63] INFO:root:Epoch[40] Elapsed time 4.768 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.628149 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.6] INFO:root:Epoch[41] Elapsed time 4.958 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.603512 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.52] INFO:root:Epoch[42] Elapsed time 5.019 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.519106 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.62] INFO:root:Epoch[43] Elapsed time 4.958 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.621729 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.58] INFO:root:Epoch[44] Elapsed time 4.858 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.584716 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.58] INFO:root:Epoch[45] Elapsed time 4.949 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.578586 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.51] INFO:root:Epoch[46] Elapsed time 4.943 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.511692 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.58] INFO:root:Epoch[47] Elapsed time 4.942 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.582977 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.6] INFO:root:Epoch[48] Elapsed time 4.910 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.600515 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.55] INFO:root:Epoch[49] Elapsed time 4.821 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.554012 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.51] INFO:root:Epoch[50] Elapsed time 5.027 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.506727 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.53] INFO:root:Epoch[51] Elapsed time 4.866 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.534446 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.56] INFO:root:Epoch[52] Elapsed time 4.926 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.561669 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.52] INFO:root:Epoch[53] Elapsed time 4.975 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.518678 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.54] INFO:root:Epoch[54] Elapsed time 5.015 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.539979 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.49] INFO:root:Epoch[55] Elapsed time 4.988 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.493055 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.59] INFO:root:Epoch[56] Elapsed time 4.969 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.593527 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.51] INFO:root:Epoch[57] Elapsed time 4.898 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.511527 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.5] INFO:root:Epoch[58] Elapsed time 4.999 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.497988 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.45] INFO:root:Epoch[59] Elapsed time 4.904 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.450535 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.54] INFO:root:Epoch[60] Elapsed time 4.933 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.543130 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.46] INFO:root:Epoch[61] Elapsed time 4.987 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.461038 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.44] INFO:root:Epoch[62] Elapsed time 5.063 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.435095 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.5] INFO:root:Epoch[63] Elapsed time 4.819 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.497465 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.58] INFO:root:Epoch[64] Elapsed time 4.941 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.577766 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.5] INFO:root:Epoch[65] Elapsed time 4.885 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.496690 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.46] INFO:root:Epoch[66] Elapsed time 4.930 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.461708 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.44] INFO:root:Epoch[67] Elapsed time 4.989 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.444819 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=5.51] INFO:root:Epoch[68] Elapsed time 5.354 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.509801 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.46] INFO:root:Epoch[69] Elapsed time 4.907 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.455145 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.48] INFO:root:Epoch[70] Elapsed time 4.846 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.482429 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.43] INFO:root:Epoch[71] Elapsed time 4.911 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.434488 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.47] INFO:root:Epoch[72] Elapsed time 4.893 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.466121 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.48] INFO:root:Epoch[73] Elapsed time 4.970 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.480082 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.45] INFO:root:Epoch[74] Elapsed time 4.870 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.447440 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.47] INFO:root:Epoch[75] Elapsed time 4.964 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.472706 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.46] INFO:root:Epoch[76] Elapsed time 4.880 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.456877 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.48] INFO:root:Epoch[77] Elapsed time 4.977 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.478490 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.46] INFO:root:Epoch[78] Elapsed time 4.962 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.464307 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.44] INFO:root:Epoch[79] Elapsed time 4.939 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.441405 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.45] INFO:root:Epoch[80] Elapsed time 4.860 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.448593 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.48] INFO:root:Epoch[81] Elapsed time 4.950 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.478537 INFO:root:Loading parameters from best epoch (71) INFO:root:Epoch[82] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.42] INFO:root:Epoch[82] Elapsed time 4.899 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.420273 INFO:root:Epoch[83] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.4] INFO:root:Epoch[83] Elapsed time 5.007 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.401739 INFO:root:Epoch[84] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.42] INFO:root:Epoch[84] Elapsed time 4.990 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.422050 INFO:root:Epoch[85] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.48] INFO:root:Epoch[85] Elapsed time 4.960 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.477905 INFO:root:Epoch[86] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.4] INFO:root:Epoch[86] Elapsed time 4.886 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.400895 INFO:root:Epoch[87] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.41] INFO:root:Epoch[87] Elapsed time 4.879 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.406782 INFO:root:Epoch[88] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.43] INFO:root:Epoch[88] Elapsed time 4.881 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.430460 INFO:root:Epoch[89] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.46] INFO:root:Epoch[89] Elapsed time 4.901 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.463010 INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.42] INFO:root:Epoch[90] Elapsed time 4.938 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.416460 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.38] INFO:root:Epoch[91] Elapsed time 5.035 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.383617 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.39] INFO:root:Epoch[92] Elapsed time 4.968 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.388367 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.46] INFO:root:Epoch[93] Elapsed time 4.888 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.458255 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.4] INFO:root:Epoch[94] Elapsed time 4.907 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.403969 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.43] INFO:root:Epoch[95] Elapsed time 4.989 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.429977 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.41] INFO:root:Epoch[96] Elapsed time 4.998 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.414828 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.48] INFO:root:Epoch[97] Elapsed time 4.955 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.484757 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.41] INFO:root:Epoch[98] Elapsed time 4.819 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.407379 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.4] INFO:root:Epoch[99] Elapsed time 4.934 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.400328 INFO:root:Epoch[100] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.38] INFO:root:Epoch[100] Elapsed time 4.840 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.384393 INFO:root:Epoch[101] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.48] INFO:root:Epoch[101] Elapsed time 4.914 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.480451 INFO:root:Loading parameters from best epoch (91) INFO:root:Epoch[102] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.39] INFO:root:Epoch[102] Elapsed time 4.937 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.394871 INFO:root:Epoch[103] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.4] INFO:root:Epoch[103] Elapsed time 4.894 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.400218 INFO:root:Epoch[104] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.70it/s, avg_epoch_loss=5.36] INFO:root:Epoch[104] Elapsed time 5.651 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.363555 INFO:root:Epoch[105] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.43] INFO:root:Epoch[105] Elapsed time 4.852 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.432756 INFO:root:Epoch[106] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.43] INFO:root:Epoch[106] Elapsed time 4.985 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.428594 INFO:root:Epoch[107] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.4] INFO:root:Epoch[107] Elapsed time 4.859 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.396196 INFO:root:Epoch[108] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.38] INFO:root:Epoch[108] Elapsed time 4.888 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.384161 INFO:root:Epoch[109] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.37] INFO:root:Epoch[109] Elapsed time 4.838 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.370929 INFO:root:Epoch[110] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.46] INFO:root:Epoch[110] Elapsed time 4.921 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.461294 INFO:root:Epoch[111] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.39] INFO:root:Epoch[111] Elapsed time 4.870 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.391044 INFO:root:Epoch[112] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.4] INFO:root:Epoch[112] Elapsed time 4.881 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.404563 INFO:root:Epoch[113] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.4] INFO:root:Epoch[113] Elapsed time 4.814 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.398314 INFO:root:Epoch[114] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.45] INFO:root:Epoch[114] Elapsed time 4.946 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.449071 INFO:root:Loading parameters from best epoch (104) INFO:root:Epoch[115] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.4] INFO:root:Epoch[115] Elapsed time 4.845 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.401246 INFO:root:Epoch[116] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.4] INFO:root:Epoch[116] Elapsed time 4.999 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.403318 INFO:root:Epoch[117] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.35] INFO:root:Epoch[117] Elapsed time 4.825 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.350052 INFO:root:Epoch[118] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.43] INFO:root:Epoch[118] Elapsed time 4.970 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.434639 INFO:root:Epoch[119] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.39] INFO:root:Epoch[119] Elapsed time 4.877 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.390142 INFO:root:Epoch[120] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.41] INFO:root:Epoch[120] Elapsed time 4.954 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.412583 INFO:root:Epoch[121] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.4] INFO:root:Epoch[121] Elapsed time 4.861 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.397439 INFO:root:Epoch[122] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.44] INFO:root:Epoch[122] Elapsed time 4.928 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.439873 INFO:root:Epoch[123] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.39] INFO:root:Epoch[123] Elapsed time 4.809 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.393939 INFO:root:Epoch[124] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.38] INFO:root:Epoch[124] Elapsed time 4.915 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.380722 INFO:root:Epoch[125] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.39] INFO:root:Epoch[125] Elapsed time 4.891 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.390715 INFO:root:Epoch[126] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.48] INFO:root:Epoch[126] Elapsed time 4.945 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.478887 INFO:root:Epoch[127] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.42] INFO:root:Epoch[127] Elapsed time 4.821 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.416803 INFO:root:Loading parameters from best epoch (117) INFO:root:Epoch[128] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.37] INFO:root:Epoch[128] Elapsed time 5.019 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.368029 INFO:root:Epoch[129] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.38] INFO:root:Epoch[129] Elapsed time 4.893 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.379421 INFO:root:Epoch[130] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.46] INFO:root:Epoch[130] Elapsed time 4.904 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.464525 INFO:root:Epoch[131] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.42] INFO:root:Epoch[131] Elapsed time 4.837 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.419654 INFO:root:Epoch[132] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.39] INFO:root:Epoch[132] Elapsed time 4.955 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.390537 INFO:root:Epoch[133] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.34] INFO:root:Epoch[133] Elapsed time 4.913 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.342359 INFO:root:Epoch[134] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.44] INFO:root:Epoch[134] Elapsed time 4.864 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.435593 INFO:root:Epoch[135] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.42] INFO:root:Epoch[135] Elapsed time 4.999 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.418259 INFO:root:Epoch[136] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.42] INFO:root:Epoch[136] Elapsed time 4.824 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.417466 INFO:root:Epoch[137] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.35] INFO:root:Epoch[137] Elapsed time 5.062 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.346621 INFO:root:Epoch[138] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.42] INFO:root:Epoch[138] Elapsed time 4.935 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.424438 INFO:root:Epoch[139] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.45] INFO:root:Epoch[139] Elapsed time 4.974 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.452235 INFO:root:Epoch[140] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.36] INFO:root:Epoch[140] Elapsed time 5.109 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.358044 INFO:root:Epoch[141] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.22it/s, avg_epoch_loss=5.38] INFO:root:Epoch[141] Elapsed time 5.489 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.383233 INFO:root:Epoch[142] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.38] INFO:root:Epoch[142] Elapsed time 4.856 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.380010 INFO:root:Epoch[143] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.44] INFO:root:Epoch[143] Elapsed time 4.867 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.438769 INFO:root:Loading parameters from best epoch (133) INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.39] INFO:root:Epoch[144] Elapsed time 5.017 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.388528 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.41] INFO:root:Epoch[145] Elapsed time 5.076 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.412620 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.38] INFO:root:Epoch[146] Elapsed time 4.857 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.382619 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.44] INFO:root:Epoch[147] Elapsed time 5.026 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.443652 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.37] INFO:root:Epoch[148] Elapsed time 4.918 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.370075 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.37] INFO:root:Epoch[149] Elapsed time 4.891 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.369642 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.37] INFO:root:Epoch[150] Elapsed time 4.968 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.370019 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.43] INFO:root:Epoch[151] Elapsed time 4.961 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.432534 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.39] INFO:root:Epoch[152] Elapsed time 4.889 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.390409 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.4] INFO:root:Epoch[153] Elapsed time 4.911 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.401027 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.38] INFO:root:Epoch[154] Elapsed time 4.892 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.381208 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.44] INFO:root:Epoch[155] Elapsed time 5.020 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.439648 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.4] INFO:root:Epoch[156] Elapsed time 4.904 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.398387 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.38] INFO:root:Epoch[157] Elapsed time 5.028 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.377745 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.34] INFO:root:Epoch[158] Elapsed time 4.972 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.344538 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.39] INFO:root:Epoch[159] Elapsed time 4.983 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.393495 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.44] INFO:root:Epoch[160] Elapsed time 4.920 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.436872 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.39] INFO:root:Epoch[161] Elapsed time 4.896 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.388674 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.36] INFO:root:Epoch[162] Elapsed time 4.910 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.360395 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.38] INFO:root:Epoch[163] Elapsed time 4.892 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.380457 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.43] INFO:root:Epoch[164] Elapsed time 5.011 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.432947 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.39] INFO:root:Epoch[165] Elapsed time 4.812 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.394343 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.38] INFO:root:Epoch[166] Elapsed time 4.904 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.375309 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.38] INFO:root:Epoch[167] Elapsed time 4.813 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.383247 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.43] INFO:root:Epoch[168] Elapsed time 4.913 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.431201 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.4] INFO:root:Epoch[169] Elapsed time 4.856 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.402315 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.36] INFO:root:Epoch[170] Elapsed time 4.905 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.358409 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.37] INFO:root:Epoch[171] Elapsed time 4.947 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.372890 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.44] INFO:root:Epoch[172] Elapsed time 4.998 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.439834 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.37] INFO:root:Epoch[173] Elapsed time 4.822 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.370599 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.37] INFO:root:Epoch[174] Elapsed time 4.938 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.374039 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.36] INFO:root:Epoch[175] Elapsed time 4.901 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.364212 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.44] INFO:root:Epoch[176] Elapsed time 4.968 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.438835 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.02it/s, avg_epoch_loss=5.37] INFO:root:Epoch[177] Elapsed time 5.550 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.366163 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.36] INFO:root:Epoch[178] Elapsed time 4.921 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.360077 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.37] INFO:root:Epoch[179] Elapsed time 4.900 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.369616 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.41] INFO:root:Epoch[180] Elapsed time 4.937 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.408084 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.37] INFO:root:Epoch[181] Elapsed time 4.802 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.371277 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.38] INFO:root:Epoch[182] Elapsed time 4.933 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.379568 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.36] INFO:root:Epoch[183] Elapsed time 4.896 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.364250 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.44] INFO:root:Epoch[184] Elapsed time 4.956 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.444332 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.39] INFO:root:Epoch[185] Elapsed time 4.827 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.392995 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.39] INFO:root:Epoch[186] Elapsed time 4.934 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.388139 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.33] INFO:root:Epoch[187] Elapsed time 4.990 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.332444 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.44] INFO:root:Epoch[188] Elapsed time 5.038 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.438704 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.42] INFO:root:Epoch[189] Elapsed time 5.024 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.415926 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.34] INFO:root:Epoch[190] Elapsed time 4.868 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.344608 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.39] INFO:root:Epoch[191] Elapsed time 5.036 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.385775 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.42] INFO:root:Epoch[192] Elapsed time 4.828 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.421400 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.46] INFO:root:Epoch[193] Elapsed time 4.987 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.459286 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.38] INFO:root:Epoch[194] Elapsed time 4.934 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.382180 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.37] INFO:root:Epoch[195] Elapsed time 4.963 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.365138 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.4] INFO:root:Epoch[196] Elapsed time 4.944 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.401900 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.44] INFO:root:Epoch[197] Elapsed time 4.965 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.443721 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.38] INFO:root:Epoch[198] Elapsed time 4.947 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.384118 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.36] INFO:root:Epoch[199] Elapsed time 4.957 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.360081 INFO:root:Loading parameters from best epoch (187) INFO:root:Final loss: 5.33244378566742 (occurred at epoch 187) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.32it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.285711 0.031476 41.291868 0.027197 0.013395 seed epochs num_batches 0 47 200 100 Seed: 48
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 21.79it/s, avg_epoch_loss=7.19] INFO:root:Epoch[0] Elapsed time 4.592 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.187707 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.55] INFO:root:Epoch[1] Elapsed time 4.954 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.551663 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.53] INFO:root:Epoch[2] Elapsed time 4.948 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.527015 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=6.44] INFO:root:Epoch[3] Elapsed time 4.844 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.439205 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.41] INFO:root:Epoch[4] Elapsed time 4.950 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.408944 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.29] INFO:root:Epoch[5] Elapsed time 4.890 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.285061 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.33] INFO:root:Epoch[6] Elapsed time 4.914 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.331740 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=6.21] INFO:root:Epoch[7] Elapsed time 4.814 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.210402 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.13] INFO:root:Epoch[8] Elapsed time 5.068 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.131426 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.15] INFO:root:Epoch[9] Elapsed time 4.977 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.150198 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.17] INFO:root:Epoch[10] Elapsed time 5.020 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.169244 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.06] INFO:root:Epoch[11] Elapsed time 4.966 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.061689 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.97] INFO:root:Epoch[12] Elapsed time 5.206 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.974878 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.94] INFO:root:Epoch[13] Elapsed time 5.092 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.938677 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6] INFO:root:Epoch[14] Elapsed time 5.105 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.998278 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6] INFO:root:Epoch[15] Elapsed time 4.968 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.996684 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.77it/s, avg_epoch_loss=5.9] INFO:root:Epoch[16] Elapsed time 5.628 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.900930 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.95] INFO:root:Epoch[17] Elapsed time 5.151 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.948848 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.96] INFO:root:Epoch[18] Elapsed time 5.097 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.960638 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.91] INFO:root:Epoch[19] Elapsed time 5.200 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.905532 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.79] INFO:root:Epoch[20] Elapsed time 5.074 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.786946 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.9] INFO:root:Epoch[21] Elapsed time 4.969 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.898872 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.84] INFO:root:Epoch[22] Elapsed time 4.892 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.836713 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.84] INFO:root:Epoch[23] Elapsed time 4.980 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.843873 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.77] INFO:root:Epoch[24] Elapsed time 4.839 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.765591 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.76] INFO:root:Epoch[25] Elapsed time 4.941 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.763601 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.8] INFO:root:Epoch[26] Elapsed time 4.872 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.801121 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.86] INFO:root:Epoch[27] Elapsed time 4.880 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.864271 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.7] INFO:root:Epoch[28] Elapsed time 4.885 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.695838 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.69] INFO:root:Epoch[29] Elapsed time 4.847 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.691526 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.76] INFO:root:Epoch[30] Elapsed time 4.904 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.762740 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.71] INFO:root:Epoch[31] Elapsed time 4.878 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.707311 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.66] INFO:root:Epoch[32] Elapsed time 4.864 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.655167 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.7] INFO:root:Epoch[33] Elapsed time 4.914 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.698603 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.65] INFO:root:Epoch[34] Elapsed time 4.891 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.648688 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.72] INFO:root:Epoch[35] Elapsed time 4.926 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.719097 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.62] INFO:root:Epoch[36] Elapsed time 4.982 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.618815 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.69] INFO:root:Epoch[37] Elapsed time 4.865 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.689385 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.74] INFO:root:Epoch[38] Elapsed time 4.808 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.735353 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.72] INFO:root:Epoch[39] Elapsed time 5.121 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.716039 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.63] INFO:root:Epoch[40] Elapsed time 4.806 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.629382 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.61] INFO:root:Epoch[41] Elapsed time 4.972 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.605042 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.59] INFO:root:Epoch[42] Elapsed time 4.974 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.591268 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.68] INFO:root:Epoch[43] Elapsed time 4.899 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.681352 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.56] INFO:root:Epoch[44] Elapsed time 4.823 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.563151 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.61] INFO:root:Epoch[45] Elapsed time 4.939 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.614096 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.54] INFO:root:Epoch[46] Elapsed time 4.881 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.544957 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.72] INFO:root:Epoch[47] Elapsed time 4.956 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.718604 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.56] INFO:root:Epoch[48] Elapsed time 4.803 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.556353 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.55] INFO:root:Epoch[49] Elapsed time 4.947 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.550044 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.51] INFO:root:Epoch[50] Elapsed time 4.904 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.508020 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.63] INFO:root:Epoch[51] Elapsed time 4.881 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.631665 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.18it/s, avg_epoch_loss=5.55] INFO:root:Epoch[52] Elapsed time 5.505 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.552859 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.59] INFO:root:Epoch[53] Elapsed time 4.972 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.585428 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.49] INFO:root:Epoch[54] Elapsed time 4.840 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.485680 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.57] INFO:root:Epoch[55] Elapsed time 4.856 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.574091 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.54] INFO:root:Epoch[56] Elapsed time 4.934 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.538514 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.52] INFO:root:Epoch[57] Elapsed time 4.840 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.516342 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.53] INFO:root:Epoch[58] Elapsed time 4.947 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.528464 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.52] INFO:root:Epoch[59] Elapsed time 4.965 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.521693 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.54] INFO:root:Epoch[60] Elapsed time 4.984 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.542000 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.5] INFO:root:Epoch[61] Elapsed time 4.899 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.498067 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.55] INFO:root:Epoch[62] Elapsed time 4.912 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.545174 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.49] INFO:root:Epoch[63] Elapsed time 4.842 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.493240 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.52] INFO:root:Epoch[64] Elapsed time 4.919 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.524274 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.51] INFO:root:Epoch[65] Elapsed time 4.835 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.513486 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.48] INFO:root:Epoch[66] Elapsed time 4.940 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.480785 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.45] INFO:root:Epoch[67] Elapsed time 4.956 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.451649 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.48] INFO:root:Epoch[68] Elapsed time 4.856 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.484139 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.51] INFO:root:Epoch[69] Elapsed time 4.791 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.514424 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.45] INFO:root:Epoch[70] Elapsed time 4.937 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.447900 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.5] INFO:root:Epoch[71] Elapsed time 4.929 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.495733 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.46] INFO:root:Epoch[72] Elapsed time 4.853 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.458688 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.49] INFO:root:Epoch[73] Elapsed time 4.804 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.488733 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.45] INFO:root:Epoch[74] Elapsed time 4.939 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.448739 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.47] INFO:root:Epoch[75] Elapsed time 4.900 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.467526 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.5] INFO:root:Epoch[76] Elapsed time 4.922 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.496267 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.47] INFO:root:Epoch[77] Elapsed time 4.944 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.471915 INFO:root:Epoch[78] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.48] INFO:root:Epoch[78] Elapsed time 4.951 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.475845 INFO:root:Epoch[79] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.47] INFO:root:Epoch[79] Elapsed time 4.900 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.469306 INFO:root:Epoch[80] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.55] INFO:root:Epoch[80] Elapsed time 4.880 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.547577 INFO:root:Loading parameters from best epoch (70) INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.44] INFO:root:Epoch[81] Elapsed time 4.824 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.444029 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.45] INFO:root:Epoch[82] Elapsed time 4.887 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.454666 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.44] INFO:root:Epoch[83] Elapsed time 4.846 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.438304 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.5] INFO:root:Epoch[84] Elapsed time 4.967 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.496955 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.49] INFO:root:Epoch[85] Elapsed time 4.928 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.485394 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.45] INFO:root:Epoch[86] Elapsed time 4.937 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.454050 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.41] INFO:root:Epoch[87] Elapsed time 4.852 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.412506 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.54] INFO:root:Epoch[88] Elapsed time 5.000 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.537996 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.18it/s, avg_epoch_loss=5.46] INFO:root:Epoch[89] Elapsed time 5.503 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.463758 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.39] INFO:root:Epoch[90] Elapsed time 4.908 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.393112 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.45] INFO:root:Epoch[91] Elapsed time 4.851 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.446849 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.54] INFO:root:Epoch[92] Elapsed time 4.948 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.540860 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.45] INFO:root:Epoch[93] Elapsed time 4.880 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.449197 INFO:root:Epoch[94] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.4] INFO:root:Epoch[94] Elapsed time 4.875 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.399938 INFO:root:Epoch[95] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.43] INFO:root:Epoch[95] Elapsed time 4.924 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.433413 INFO:root:Epoch[96] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.46] INFO:root:Epoch[96] Elapsed time 4.896 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.460791 INFO:root:Epoch[97] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.46] INFO:root:Epoch[97] Elapsed time 4.863 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.459442 INFO:root:Epoch[98] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.43] INFO:root:Epoch[98] Elapsed time 4.883 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.427821 INFO:root:Epoch[99] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.41] INFO:root:Epoch[99] Elapsed time 4.889 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.413588 INFO:root:Epoch[100] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.48] INFO:root:Epoch[100] Elapsed time 4.836 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.479676 INFO:root:Loading parameters from best epoch (90) INFO:root:Epoch[101] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.49] INFO:root:Epoch[101] Elapsed time 4.955 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.486077 INFO:root:Epoch[102] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.42] INFO:root:Epoch[102] Elapsed time 4.887 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.421760 INFO:root:Epoch[103] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.39] INFO:root:Epoch[103] Elapsed time 4.890 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.386466 INFO:root:Epoch[104] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.47] INFO:root:Epoch[104] Elapsed time 4.849 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.472255 INFO:root:Epoch[105] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.48] INFO:root:Epoch[105] Elapsed time 4.833 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.475973 INFO:root:Epoch[106] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.41] INFO:root:Epoch[106] Elapsed time 4.919 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.409604 INFO:root:Epoch[107] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.42] INFO:root:Epoch[107] Elapsed time 4.942 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.415894 INFO:root:Epoch[108] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.46] INFO:root:Epoch[108] Elapsed time 4.934 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.459310 INFO:root:Epoch[109] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.51] INFO:root:Epoch[109] Elapsed time 4.962 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.509287 INFO:root:Epoch[110] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.41] INFO:root:Epoch[110] Elapsed time 4.880 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.412011 INFO:root:Epoch[111] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.44] INFO:root:Epoch[111] Elapsed time 4.951 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.440993 INFO:root:Epoch[112] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.42] INFO:root:Epoch[112] Elapsed time 4.930 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.423440 INFO:root:Epoch[113] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.48] INFO:root:Epoch[113] Elapsed time 5.024 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.484447 INFO:root:Loading parameters from best epoch (103) INFO:root:Epoch[114] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.43] INFO:root:Epoch[114] Elapsed time 4.847 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.429437 INFO:root:Epoch[115] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.43] INFO:root:Epoch[115] Elapsed time 4.991 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.426209 INFO:root:Epoch[116] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.38] INFO:root:Epoch[116] Elapsed time 5.029 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.382385 INFO:root:Epoch[117] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.49] INFO:root:Epoch[117] Elapsed time 4.888 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.494561 INFO:root:Epoch[118] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.45] INFO:root:Epoch[118] Elapsed time 4.891 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.450858 INFO:root:Epoch[119] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.38] INFO:root:Epoch[119] Elapsed time 4.856 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.375986 INFO:root:Epoch[120] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.43] INFO:root:Epoch[120] Elapsed time 4.933 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.425036 INFO:root:Epoch[121] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.48] INFO:root:Epoch[121] Elapsed time 4.900 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.483442 INFO:root:Epoch[122] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.46] INFO:root:Epoch[122] Elapsed time 4.866 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.456599 INFO:root:Epoch[123] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.43] INFO:root:Epoch[123] Elapsed time 4.905 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.427496 INFO:root:Epoch[124] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.43] INFO:root:Epoch[124] Elapsed time 4.926 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.426277 INFO:root:Epoch[125] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=5.42] INFO:root:Epoch[125] Elapsed time 5.372 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.416171 INFO:root:Epoch[126] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.5] INFO:root:Epoch[126] Elapsed time 5.041 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.501136 INFO:root:Epoch[127] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 21.08it/s, avg_epoch_loss=5.45] INFO:root:Epoch[127] Elapsed time 4.745 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.450013 INFO:root:Epoch[128] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43] INFO:root:Epoch[128] Elapsed time 5.048 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.434322 INFO:root:Epoch[129] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.44] INFO:root:Epoch[129] Elapsed time 5.004 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.439896 INFO:root:Loading parameters from best epoch (119) INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.52] INFO:root:Epoch[130] Elapsed time 4.967 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.516885 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.44] INFO:root:Epoch[131] Elapsed time 5.008 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.437221 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.43] INFO:root:Epoch[132] Elapsed time 5.035 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.434280 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.39] INFO:root:Epoch[133] Elapsed time 4.867 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.388272 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.5] INFO:root:Epoch[134] Elapsed time 5.080 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.498172 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.45] INFO:root:Epoch[135] Elapsed time 4.875 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.445263 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.4] INFO:root:Epoch[136] Elapsed time 5.065 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.403186 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.43] INFO:root:Epoch[137] Elapsed time 4.956 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.434257 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.49] INFO:root:Epoch[138] Elapsed time 5.008 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.488715 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.45] INFO:root:Epoch[139] Elapsed time 4.839 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.452394 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.46] INFO:root:Epoch[140] Elapsed time 4.923 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.455348 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.38] INFO:root:Epoch[141] Elapsed time 4.900 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.382116 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.51] INFO:root:Epoch[142] Elapsed time 4.945 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.513172 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.44] INFO:root:Epoch[143] Elapsed time 4.830 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.442853 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.42] INFO:root:Epoch[144] Elapsed time 4.902 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.423738 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.39] INFO:root:Epoch[145] Elapsed time 5.032 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.390905 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.46] INFO:root:Epoch[146] Elapsed time 5.053 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.464478 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.45] INFO:root:Epoch[147] Elapsed time 4.810 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.451557 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.44] INFO:root:Epoch[148] Elapsed time 4.956 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.437690 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.38] INFO:root:Epoch[149] Elapsed time 4.870 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.375425 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.46] INFO:root:Epoch[150] Elapsed time 4.906 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.461511 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.45] INFO:root:Epoch[151] Elapsed time 4.890 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.453206 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.41] INFO:root:Epoch[152] Elapsed time 4.906 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.410938 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.43] INFO:root:Epoch[153] Elapsed time 4.946 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.429230 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.43] INFO:root:Epoch[154] Elapsed time 4.827 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.429112 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.45] INFO:root:Epoch[155] Elapsed time 5.017 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.449866 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.42] INFO:root:Epoch[156] Elapsed time 4.877 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.423010 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.41] INFO:root:Epoch[157] Elapsed time 4.959 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.406866 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.45] INFO:root:Epoch[158] Elapsed time 4.888 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.448201 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.45] INFO:root:Epoch[159] Elapsed time 4.920 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.454198 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.44] INFO:root:Epoch[160] Elapsed time 4.921 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.437117 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.44] INFO:root:Epoch[161] Elapsed time 5.249 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.435792 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.44] INFO:root:Epoch[162] Elapsed time 5.217 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.437375 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.48] INFO:root:Epoch[163] Elapsed time 4.946 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.476589 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.45] INFO:root:Epoch[164] Elapsed time 4.804 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.448088 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.4] INFO:root:Epoch[165] Elapsed time 4.938 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.404972 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.41] INFO:root:Epoch[166] Elapsed time 4.849 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.406524 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.43] INFO:root:Epoch[167] Elapsed time 4.970 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.432693 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.41] INFO:root:Epoch[168] Elapsed time 4.837 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.413404 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.41] INFO:root:Epoch[169] Elapsed time 4.929 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.414728 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.39] INFO:root:Epoch[170] Elapsed time 4.886 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.388107 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.47] INFO:root:Epoch[171] Elapsed time 4.958 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.472279 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.44] INFO:root:Epoch[172] Elapsed time 4.847 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.441932 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.45] INFO:root:Epoch[173] Elapsed time 5.043 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.446836 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.39] INFO:root:Epoch[174] Elapsed time 5.017 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.392463 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.48] INFO:root:Epoch[175] Elapsed time 4.897 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.480563 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.43] INFO:root:Epoch[176] Elapsed time 4.878 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.428720 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.45] INFO:root:Epoch[177] Elapsed time 4.992 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.447495 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.4] INFO:root:Epoch[178] Elapsed time 4.835 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.395501 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.47] INFO:root:Epoch[179] Elapsed time 4.934 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.466377 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.43] INFO:root:Epoch[180] Elapsed time 4.854 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.428448 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.41] INFO:root:Epoch[181] Elapsed time 4.875 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.410096 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.38] INFO:root:Epoch[182] Elapsed time 4.868 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.379011 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.49] INFO:root:Epoch[183] Elapsed time 4.949 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.494003 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.44] INFO:root:Epoch[184] Elapsed time 4.835 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.440746 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.4] INFO:root:Epoch[185] Elapsed time 5.014 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.404989 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.38] INFO:root:Epoch[186] Elapsed time 4.956 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.377584 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.51] INFO:root:Epoch[187] Elapsed time 4.811 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.508846 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.43] INFO:root:Epoch[188] Elapsed time 5.092 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.425586 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.42] INFO:root:Epoch[189] Elapsed time 4.864 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.424440 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.38] INFO:root:Epoch[190] Elapsed time 4.883 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.382340 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.45] INFO:root:Epoch[191] Elapsed time 4.941 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.449958 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.44] INFO:root:Epoch[192] Elapsed time 4.801 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.436925 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.4] INFO:root:Epoch[193] Elapsed time 4.903 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.399967 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.41] INFO:root:Epoch[194] Elapsed time 4.993 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.408062 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.43] INFO:root:Epoch[195] Elapsed time 4.914 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.427427 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.45] INFO:root:Epoch[196] Elapsed time 5.070 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.446795 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.41] INFO:root:Epoch[197] Elapsed time 4.868 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.408877 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.46it/s, avg_epoch_loss=5.41] INFO:root:Epoch[198] Elapsed time 5.730 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.405671 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.41] INFO:root:Epoch[199] Elapsed time 4.908 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.405232 INFO:root:Loading parameters from best epoch (149) INFO:root:Final loss: 5.375425252914429 (occurred at epoch 149) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:45<00:00, 25.49it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 3.74382 0.034364 47.633064 0.031307 0.015531 48 epochs num_batches 0 200 100 Seed: 49
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 21.63it/s, avg_epoch_loss=7.1] INFO:root:Epoch[0] Elapsed time 4.628 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.100091 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.91it/s, avg_epoch_loss=6.5] INFO:root:Epoch[1] Elapsed time 5.585 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.499785 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.44] INFO:root:Epoch[2] Elapsed time 4.952 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.437532 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.32] INFO:root:Epoch[3] Elapsed time 4.898 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.322444 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.24] INFO:root:Epoch[4] Elapsed time 4.946 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.236541 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.2] INFO:root:Epoch[5] Elapsed time 4.951 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.201319 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.31] INFO:root:Epoch[6] Elapsed time 4.898 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.305060 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=6.19] INFO:root:Epoch[7] Elapsed time 4.830 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.187069 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.09] INFO:root:Epoch[8] Elapsed time 4.949 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.091614 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=6.08] INFO:root:Epoch[9] Elapsed time 4.816 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.075865 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.06] INFO:root:Epoch[10] Elapsed time 4.936 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.063490 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=6.01] INFO:root:Epoch[11] Elapsed time 4.822 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.009045 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.05] INFO:root:Epoch[12] Elapsed time 4.904 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.054826 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.99] INFO:root:Epoch[13] Elapsed time 4.906 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.991095 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.01] INFO:root:Epoch[14] Elapsed time 4.937 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.007622 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.96] INFO:root:Epoch[15] Elapsed time 4.861 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.955238 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.9] INFO:root:Epoch[16] Elapsed time 4.956 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.901402 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.86] INFO:root:Epoch[17] Elapsed time 4.874 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.855612 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.88] INFO:root:Epoch[18] Elapsed time 4.996 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.878520 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.82] INFO:root:Epoch[19] Elapsed time 4.875 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.817434 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.76] INFO:root:Epoch[20] Elapsed time 4.927 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.761471 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.71] INFO:root:Epoch[21] Elapsed time 4.881 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.714009 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.8] INFO:root:Epoch[22] Elapsed time 4.912 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.801893 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.7] INFO:root:Epoch[23] Elapsed time 4.856 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.696124 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.65] INFO:root:Epoch[24] Elapsed time 5.019 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.654777 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.6] INFO:root:Epoch[25] Elapsed time 4.966 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.603757 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.68] INFO:root:Epoch[26] Elapsed time 4.930 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.683508 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.68] INFO:root:Epoch[27] Elapsed time 4.941 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.679378 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.64] INFO:root:Epoch[28] Elapsed time 4.866 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.640650 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.6] INFO:root:Epoch[29] Elapsed time 4.997 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.604694 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.58] INFO:root:Epoch[30] Elapsed time 4.895 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.578833 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.62] INFO:root:Epoch[31] Elapsed time 4.972 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.615996 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.59] INFO:root:Epoch[32] Elapsed time 4.808 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.586555 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.6] INFO:root:Epoch[33] Elapsed time 4.937 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.600486 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.62] INFO:root:Epoch[34] Elapsed time 4.895 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.623284 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.61] INFO:root:Epoch[35] Elapsed time 5.106 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.609576 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.57] INFO:root:Epoch[36] Elapsed time 4.935 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.567858 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.14it/s, avg_epoch_loss=5.58] INFO:root:Epoch[37] Elapsed time 5.514 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.576613 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.55] INFO:root:Epoch[38] Elapsed time 4.908 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.550072 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.62] INFO:root:Epoch[39] Elapsed time 5.064 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.620821 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.5] INFO:root:Epoch[40] Elapsed time 4.884 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.495759 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.54] INFO:root:Epoch[41] Elapsed time 4.928 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.536656 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.56] INFO:root:Epoch[42] Elapsed time 4.863 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.564582 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.57] INFO:root:Epoch[43] Elapsed time 5.044 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.566396 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.49] INFO:root:Epoch[44] Elapsed time 4.880 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.493525 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.49] INFO:root:Epoch[45] Elapsed time 5.081 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.493138 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.49] INFO:root:Epoch[46] Elapsed time 4.919 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.489441 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.55] INFO:root:Epoch[47] Elapsed time 4.940 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.549655 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.5] INFO:root:Epoch[48] Elapsed time 4.920 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.495601 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.49] INFO:root:Epoch[49] Elapsed time 4.866 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.490338 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.46] INFO:root:Epoch[50] Elapsed time 5.021 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.456139 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.5] INFO:root:Epoch[51] Elapsed time 5.012 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.503215 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.49] INFO:root:Epoch[52] Elapsed time 4.886 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.491795 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.46] INFO:root:Epoch[53] Elapsed time 4.874 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.456802 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.47] INFO:root:Epoch[54] Elapsed time 4.948 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.467535 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.48] INFO:root:Epoch[55] Elapsed time 4.871 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.477648 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.54] INFO:root:Epoch[56] Elapsed time 4.963 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.541022 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.5] INFO:root:Epoch[57] Elapsed time 4.865 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.500516 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.47] INFO:root:Epoch[58] Elapsed time 4.896 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.468764 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.44] INFO:root:Epoch[59] Elapsed time 4.935 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.442890 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.51] INFO:root:Epoch[60] Elapsed time 4.995 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.506289 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.45] INFO:root:Epoch[61] Elapsed time 4.933 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.448557 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.45] INFO:root:Epoch[62] Elapsed time 4.954 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.450781 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.44] INFO:root:Epoch[63] Elapsed time 4.822 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.435346 INFO:root:Epoch[64] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.5] INFO:root:Epoch[64] Elapsed time 4.952 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.500581 INFO:root:Epoch[65] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.44] INFO:root:Epoch[65] Elapsed time 4.849 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.441810 INFO:root:Epoch[66] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.45] INFO:root:Epoch[66] Elapsed time 5.003 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.448570 INFO:root:Epoch[67] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.44] INFO:root:Epoch[67] Elapsed time 4.952 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.444349 INFO:root:Epoch[68] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.51] INFO:root:Epoch[68] Elapsed time 4.987 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.506932 INFO:root:Epoch[69] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.44] INFO:root:Epoch[69] Elapsed time 4.867 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.440476 INFO:root:Epoch[70] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.44] INFO:root:Epoch[70] Elapsed time 4.975 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.441576 INFO:root:Epoch[71] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.41] INFO:root:Epoch[71] Elapsed time 5.036 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.414961 INFO:root:Epoch[72] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.46] INFO:root:Epoch[72] Elapsed time 5.003 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.457549 INFO:root:Epoch[73] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=5.42] INFO:root:Epoch[73] Elapsed time 5.227 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.418634 INFO:root:Epoch[74] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.43] INFO:root:Epoch[74] Elapsed time 5.094 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.425483 INFO:root:Epoch[75] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.42] INFO:root:Epoch[75] Elapsed time 4.885 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.417647 INFO:root:Epoch[76] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.42] INFO:root:Epoch[76] Elapsed time 4.894 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.424284 INFO:root:Epoch[77] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.47] INFO:root:Epoch[77] Elapsed time 5.048 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.468018 INFO:root:Epoch[78] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.4] INFO:root:Epoch[78] Elapsed time 4.887 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.400469 INFO:root:Epoch[79] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.37] INFO:root:Epoch[79] Elapsed time 4.882 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.368904 INFO:root:Epoch[80] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.41] INFO:root:Epoch[80] Elapsed time 4.929 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.412946 INFO:root:Epoch[81] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.49] INFO:root:Epoch[81] Elapsed time 4.964 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.488709 INFO:root:Epoch[82] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.44] INFO:root:Epoch[82] Elapsed time 4.792 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.443306 INFO:root:Epoch[83] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.38] INFO:root:Epoch[83] Elapsed time 4.875 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.377227 INFO:root:Epoch[84] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.44] INFO:root:Epoch[84] Elapsed time 4.893 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.439629 INFO:root:Epoch[85] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.44] INFO:root:Epoch[85] Elapsed time 5.115 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.436108 INFO:root:Epoch[86] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.4] INFO:root:Epoch[86] Elapsed time 4.894 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.398583 INFO:root:Epoch[87] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.42] INFO:root:Epoch[87] Elapsed time 4.958 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.424320 INFO:root:Epoch[88] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.42] INFO:root:Epoch[88] Elapsed time 4.871 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.419836 INFO:root:Epoch[89] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.49] INFO:root:Epoch[89] Elapsed time 4.938 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.487213 INFO:root:Loading parameters from best epoch (79) INFO:root:Epoch[90] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.39] INFO:root:Epoch[90] Elapsed time 4.886 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.391310 INFO:root:Epoch[91] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.4] INFO:root:Epoch[91] Elapsed time 4.977 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.400152 INFO:root:Epoch[92] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.38] INFO:root:Epoch[92] Elapsed time 4.878 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.378763 INFO:root:Epoch[93] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.46] INFO:root:Epoch[93] Elapsed time 4.996 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.461545 INFO:root:Epoch[94] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.37] INFO:root:Epoch[94] Elapsed time 4.879 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.366395 INFO:root:Epoch[95] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.4] INFO:root:Epoch[95] Elapsed time 4.985 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.399642 INFO:root:Epoch[96] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.38] INFO:root:Epoch[96] Elapsed time 4.870 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.380148 INFO:root:Epoch[97] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.44] INFO:root:Epoch[97] Elapsed time 4.966 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.438820 INFO:root:Epoch[98] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.39] INFO:root:Epoch[98] Elapsed time 4.778 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.393377 INFO:root:Epoch[99] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.39] INFO:root:Epoch[99] Elapsed time 4.938 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.389699 INFO:root:Epoch[100] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.39] INFO:root:Epoch[100] Elapsed time 4.838 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.390266 INFO:root:Epoch[101] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.43] INFO:root:Epoch[101] Elapsed time 4.959 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.432053 INFO:root:Epoch[102] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.41] INFO:root:Epoch[102] Elapsed time 4.822 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.412994 INFO:root:Epoch[103] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.38] INFO:root:Epoch[103] Elapsed time 5.119 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.382905 INFO:root:Epoch[104] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.35] INFO:root:Epoch[104] Elapsed time 5.034 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.350519 INFO:root:Epoch[105] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.48] INFO:root:Epoch[105] Elapsed time 4.848 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.475409 INFO:root:Epoch[106] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.39] INFO:root:Epoch[106] Elapsed time 4.941 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.390320 INFO:root:Epoch[107] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.38] INFO:root:Epoch[107] Elapsed time 4.840 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.376260 INFO:root:Epoch[108] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.36] INFO:root:Epoch[108] Elapsed time 4.906 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.356774 INFO:root:Epoch[109] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.43] INFO:root:Epoch[109] Elapsed time 4.909 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.427736 INFO:root:Epoch[110] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.25it/s, avg_epoch_loss=5.4] INFO:root:Epoch[110] Elapsed time 5.481 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.402025 INFO:root:Epoch[111] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.43] INFO:root:Epoch[111] Elapsed time 4.811 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.429558 INFO:root:Epoch[112] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.33] INFO:root:Epoch[112] Elapsed time 4.855 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.328163 INFO:root:Epoch[113] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.45] INFO:root:Epoch[113] Elapsed time 4.918 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.450096 INFO:root:Epoch[114] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.43] INFO:root:Epoch[114] Elapsed time 4.799 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.425023 INFO:root:Epoch[115] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.36] INFO:root:Epoch[115] Elapsed time 4.972 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.364376 INFO:root:Epoch[116] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.35] INFO:root:Epoch[116] Elapsed time 4.968 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.349743 INFO:root:Epoch[117] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.42] INFO:root:Epoch[117] Elapsed time 4.856 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.415888 INFO:root:Epoch[118] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.44] INFO:root:Epoch[118] Elapsed time 4.910 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.436735 INFO:root:Epoch[119] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.39] INFO:root:Epoch[119] Elapsed time 4.863 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.391809 INFO:root:Epoch[120] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.33] INFO:root:Epoch[120] Elapsed time 4.944 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.333252 INFO:root:Epoch[121] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.4] INFO:root:Epoch[121] Elapsed time 4.957 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.404564 INFO:root:Epoch[122] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.47] INFO:root:Epoch[122] Elapsed time 4.969 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.469962 INFO:root:Loading parameters from best epoch (112) INFO:root:Epoch[123] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.36] INFO:root:Epoch[123] Elapsed time 4.912 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.362140 INFO:root:Epoch[124] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.4] INFO:root:Epoch[124] Elapsed time 4.913 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.395333 INFO:root:Epoch[125] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.38] INFO:root:Epoch[125] Elapsed time 4.919 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.381050 INFO:root:Epoch[126] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.4] INFO:root:Epoch[126] Elapsed time 5.092 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.404355 INFO:root:Epoch[127] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.41] INFO:root:Epoch[127] Elapsed time 4.862 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.413973 INFO:root:Epoch[128] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.36] INFO:root:Epoch[128] Elapsed time 4.947 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.361913 INFO:root:Epoch[129] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.37] INFO:root:Epoch[129] Elapsed time 4.903 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.368311 INFO:root:Epoch[130] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.44] INFO:root:Epoch[130] Elapsed time 4.990 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.442195 INFO:root:Epoch[131] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.35] INFO:root:Epoch[131] Elapsed time 4.878 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.353767 INFO:root:Epoch[132] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.37] INFO:root:Epoch[132] Elapsed time 4.911 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.366001 INFO:root:Loading parameters from best epoch (112) INFO:root:Epoch[133] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.39] INFO:root:Epoch[133] Elapsed time 4.895 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.388104 INFO:root:Epoch[134] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.43] INFO:root:Epoch[134] Elapsed time 5.045 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.432154 INFO:root:Epoch[135] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.37] INFO:root:Epoch[135] Elapsed time 4.816 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.366494 INFO:root:Epoch[136] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.36] INFO:root:Epoch[136] Elapsed time 4.985 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.362191 INFO:root:Epoch[137] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.37] INFO:root:Epoch[137] Elapsed time 4.984 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.373757 INFO:root:Epoch[138] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.42] INFO:root:Epoch[138] Elapsed time 4.939 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.420047 INFO:root:Epoch[139] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.39] INFO:root:Epoch[139] Elapsed time 4.888 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.385276 INFO:root:Epoch[140] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.34] INFO:root:Epoch[140] Elapsed time 4.902 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.337215 INFO:root:Epoch[141] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.36] INFO:root:Epoch[141] Elapsed time 4.892 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.356650 INFO:root:Epoch[142] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.45] INFO:root:Epoch[142] Elapsed time 4.976 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.448064 INFO:root:Loading parameters from best epoch (112) INFO:root:Epoch[143] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.4] INFO:root:Epoch[143] Elapsed time 4.853 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.395569 INFO:root:Epoch[144] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.35] INFO:root:Epoch[144] Elapsed time 4.893 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.347301 INFO:root:Epoch[145] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.36] INFO:root:Epoch[145] Elapsed time 4.957 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.355937 INFO:root:Epoch[146] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 17.97it/s, avg_epoch_loss=5.42] INFO:root:Epoch[146] Elapsed time 5.567 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.420405 INFO:root:Epoch[147] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.38] INFO:root:Epoch[147] Elapsed time 4.827 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.383994 INFO:root:Epoch[148] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.34] INFO:root:Epoch[148] Elapsed time 4.927 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.337752 INFO:root:Epoch[149] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.33] INFO:root:Epoch[149] Elapsed time 4.942 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.334617 INFO:root:Epoch[150] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.42] INFO:root:Epoch[150] Elapsed time 4.879 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.423206 INFO:root:Epoch[151] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.38] INFO:root:Epoch[151] Elapsed time 4.894 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.383480 INFO:root:Epoch[152] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.35] INFO:root:Epoch[152] Elapsed time 4.904 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.349497 INFO:root:Loading parameters from best epoch (112) INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.33] INFO:root:Epoch[153] Elapsed time 4.942 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.325967 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.38] INFO:root:Epoch[154] Elapsed time 4.871 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.378090 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.41] INFO:root:Epoch[155] Elapsed time 4.931 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.409948 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.38] INFO:root:Epoch[156] Elapsed time 4.930 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.377484 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.37] INFO:root:Epoch[157] Elapsed time 4.999 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.367933 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.37] INFO:root:Epoch[158] Elapsed time 4.930 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.370498 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.42] INFO:root:Epoch[159] Elapsed time 5.034 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.417166 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.35] INFO:root:Epoch[160] Elapsed time 4.833 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.351877 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.39] INFO:root:Epoch[161] Elapsed time 4.925 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.388213 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.36] INFO:root:Epoch[162] Elapsed time 4.869 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.359382 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.42] INFO:root:Epoch[163] Elapsed time 5.044 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.423666 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.35] INFO:root:Epoch[164] Elapsed time 5.051 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.352395 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.35] INFO:root:Epoch[165] Elapsed time 4.991 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.347265 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.33] INFO:root:Epoch[166] Elapsed time 5.070 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.334822 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.4] INFO:root:Epoch[167] Elapsed time 4.881 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.399426 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.38] INFO:root:Epoch[168] Elapsed time 4.897 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.380904 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.37] INFO:root:Epoch[169] Elapsed time 4.942 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.374949 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.35] INFO:root:Epoch[170] Elapsed time 5.044 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.347065 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.35] INFO:root:Epoch[171] Elapsed time 4.869 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.353380 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.42] INFO:root:Epoch[172] Elapsed time 4.945 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.421046 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.39] INFO:root:Epoch[173] Elapsed time 4.888 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.393600 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.34] INFO:root:Epoch[174] Elapsed time 4.961 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.338797 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.4] INFO:root:Epoch[175] Elapsed time 4.899 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.398095 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.39] INFO:root:Epoch[176] Elapsed time 4.911 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.386614 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.38] INFO:root:Epoch[177] Elapsed time 4.906 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.375190 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.36] INFO:root:Epoch[178] Elapsed time 4.868 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.361420 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.38] INFO:root:Epoch[179] Elapsed time 4.915 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.381687 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.42] INFO:root:Epoch[180] Elapsed time 4.931 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.421104 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.36] INFO:root:Epoch[181] Elapsed time 4.844 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.357795 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.33] INFO:root:Epoch[182] Elapsed time 5.000 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.329388 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=5.39] INFO:root:Epoch[183] Elapsed time 5.425 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.385464 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.41] INFO:root:Epoch[184] Elapsed time 4.950 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.414913 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.36] INFO:root:Epoch[185] Elapsed time 4.871 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.361932 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.36] INFO:root:Epoch[186] Elapsed time 4.919 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.363164 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.31] INFO:root:Epoch[187] Elapsed time 4.833 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.312225 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.41] INFO:root:Epoch[188] Elapsed time 4.952 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.409074 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.37] INFO:root:Epoch[189] Elapsed time 4.830 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.370000 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.35] INFO:root:Epoch[190] Elapsed time 5.069 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.353393 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.33] INFO:root:Epoch[191] Elapsed time 5.006 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.333064 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.43] INFO:root:Epoch[192] Elapsed time 4.907 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.429830 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.38] INFO:root:Epoch[193] Elapsed time 4.882 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.380943 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.36] INFO:root:Epoch[194] Elapsed time 4.955 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.362498 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.34] INFO:root:Epoch[195] Elapsed time 4.901 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.338267 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.42] INFO:root:Epoch[196] Elapsed time 4.892 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.418975 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.39] INFO:root:Epoch[197] Elapsed time 4.920 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.387181 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.32] INFO:root:Epoch[198] Elapsed time 5.051 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.316406 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.31] INFO:root:Epoch[199] Elapsed time 5.067 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.313899 INFO:root:Loading parameters from best epoch (187) INFO:root:Final loss: 5.3122251510620115 (occurred at epoch 187) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.31it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.588241 0.034006 43.142813 0.031046 0.014562 seed epochs num_batches 0 49 200 100 Seed: 50
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 21.87it/s, avg_epoch_loss=7.4] INFO:root:Epoch[0] Elapsed time 4.575 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.401325 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=6.58] INFO:root:Epoch[1] Elapsed time 4.880 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.583102 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.52] INFO:root:Epoch[2] Elapsed time 4.989 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.522236 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=6.4] INFO:root:Epoch[3] Elapsed time 4.841 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.400543 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.33] INFO:root:Epoch[4] Elapsed time 4.925 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.326165 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.26] INFO:root:Epoch[5] Elapsed time 4.931 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.255850 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.21] INFO:root:Epoch[6] Elapsed time 4.950 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.213014 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=6.18] INFO:root:Epoch[7] Elapsed time 4.873 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.179487 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.04] INFO:root:Epoch[8] Elapsed time 4.947 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.043041 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.11] INFO:root:Epoch[9] Elapsed time 4.973 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.107707 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=6.09] INFO:root:Epoch[10] Elapsed time 4.865 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.085721 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.99] INFO:root:Epoch[11] Elapsed time 4.814 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.994627 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.95] INFO:root:Epoch[12] Elapsed time 4.980 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.951508 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.96] INFO:root:Epoch[13] Elapsed time 4.999 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.957465 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.94] INFO:root:Epoch[14] Elapsed time 4.917 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.941366 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.93] INFO:root:Epoch[15] Elapsed time 4.910 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.926620 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.89] INFO:root:Epoch[16] Elapsed time 5.015 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.888095 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.86] INFO:root:Epoch[17] Elapsed time 4.948 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.858273 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.92] INFO:root:Epoch[18] Elapsed time 4.868 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.917325 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.96] INFO:root:Epoch[19] Elapsed time 4.997 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.964428 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.78] INFO:root:Epoch[20] Elapsed time 4.901 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.784552 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.86] INFO:root:Epoch[21] Elapsed time 5.009 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.859315 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=5.78] INFO:root:Epoch[22] Elapsed time 5.448 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.778365 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.86] INFO:root:Epoch[23] Elapsed time 4.993 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.855541 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.84] INFO:root:Epoch[24] Elapsed time 4.830 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.841856 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.83] INFO:root:Epoch[25] Elapsed time 4.924 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.830195 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.73] INFO:root:Epoch[26] Elapsed time 4.950 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.733904 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.8] INFO:root:Epoch[27] Elapsed time 4.974 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.800390 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.72] INFO:root:Epoch[28] Elapsed time 4.938 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.721808 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.68] INFO:root:Epoch[29] Elapsed time 4.949 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.684045 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.69] INFO:root:Epoch[30] Elapsed time 4.855 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.693078 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.81] INFO:root:Epoch[31] Elapsed time 4.981 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.805991 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.64] INFO:root:Epoch[32] Elapsed time 4.767 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.643320 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.61] INFO:root:Epoch[33] Elapsed time 4.942 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.606033 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.65] INFO:root:Epoch[34] Elapsed time 4.931 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.646680 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.69] INFO:root:Epoch[35] Elapsed time 5.051 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.689565 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.65] INFO:root:Epoch[36] Elapsed time 4.828 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.646019 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.56] INFO:root:Epoch[37] Elapsed time 4.924 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.557986 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.65] INFO:root:Epoch[38] Elapsed time 4.953 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.649988 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.64] INFO:root:Epoch[39] Elapsed time 4.957 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.640804 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.56] INFO:root:Epoch[40] Elapsed time 4.840 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.556227 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.54] INFO:root:Epoch[41] Elapsed time 5.148 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.539717 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.55] INFO:root:Epoch[42] Elapsed time 4.878 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.548682 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.61] INFO:root:Epoch[43] Elapsed time 4.878 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.610274 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.53] INFO:root:Epoch[44] Elapsed time 4.892 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.533318 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.56] INFO:root:Epoch[45] Elapsed time 4.975 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.562025 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.49] INFO:root:Epoch[46] Elapsed time 4.890 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.488863 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.59] INFO:root:Epoch[47] Elapsed time 4.875 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.591491 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.48] INFO:root:Epoch[48] Elapsed time 5.024 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.480982 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.54] INFO:root:Epoch[49] Elapsed time 4.858 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.535060 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.42] INFO:root:Epoch[50] Elapsed time 4.910 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.422957 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.54] INFO:root:Epoch[51] Elapsed time 4.897 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.542572 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.52] INFO:root:Epoch[52] Elapsed time 4.893 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.521076 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.42] INFO:root:Epoch[53] Elapsed time 4.950 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.422843 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.43] INFO:root:Epoch[54] Elapsed time 4.973 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.433506 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.48] INFO:root:Epoch[55] Elapsed time 4.891 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.484982 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.6] INFO:root:Epoch[56] Elapsed time 4.949 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.603761 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.43] INFO:root:Epoch[57] Elapsed time 4.866 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.431646 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.22it/s, avg_epoch_loss=5.43] INFO:root:Epoch[58] Elapsed time 5.491 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.433856 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.5] INFO:root:Epoch[59] Elapsed time 4.921 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.497617 INFO:root:Epoch[60] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.5] INFO:root:Epoch[60] Elapsed time 4.999 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.497535 INFO:root:Epoch[61] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.5] INFO:root:Epoch[61] Elapsed time 4.925 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.495495 INFO:root:Epoch[62] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.51] INFO:root:Epoch[62] Elapsed time 4.952 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.507912 INFO:root:Epoch[63] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.47] INFO:root:Epoch[63] Elapsed time 4.920 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.467264 INFO:root:Loading parameters from best epoch (53) INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.5] INFO:root:Epoch[64] Elapsed time 4.907 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.496193 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.42] INFO:root:Epoch[65] Elapsed time 4.848 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.422975 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.45] INFO:root:Epoch[66] Elapsed time 4.894 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.450104 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.41] INFO:root:Epoch[67] Elapsed time 4.832 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.408867 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.51] INFO:root:Epoch[68] Elapsed time 4.902 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.509253 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.42] INFO:root:Epoch[69] Elapsed time 4.893 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.423981 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.45] INFO:root:Epoch[70] Elapsed time 5.042 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.446603 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.41] INFO:root:Epoch[71] Elapsed time 4.917 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.414033 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.47] INFO:root:Epoch[72] Elapsed time 4.917 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.473668 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.45] INFO:root:Epoch[73] Elapsed time 4.820 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.453387 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.42] INFO:root:Epoch[74] Elapsed time 4.958 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.415098 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.41] INFO:root:Epoch[75] Elapsed time 5.083 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.412779 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.5] INFO:root:Epoch[76] Elapsed time 4.945 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.495802 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.47] INFO:root:Epoch[77] Elapsed time 4.796 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.470025 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.43] INFO:root:Epoch[78] Elapsed time 4.912 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.426322 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.38] INFO:root:Epoch[79] Elapsed time 5.015 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.375673 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.49] INFO:root:Epoch[80] Elapsed time 4.906 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.488478 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.44] INFO:root:Epoch[81] Elapsed time 4.862 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.437101 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.41] INFO:root:Epoch[82] Elapsed time 5.004 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.406936 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.35] INFO:root:Epoch[83] Elapsed time 4.880 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.347744 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.44] INFO:root:Epoch[84] Elapsed time 4.951 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.439574 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.43] INFO:root:Epoch[85] Elapsed time 4.926 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.427138 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.4] INFO:root:Epoch[86] Elapsed time 4.954 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.402957 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.4] INFO:root:Epoch[87] Elapsed time 4.934 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.399017 INFO:root:Epoch[88] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.48] INFO:root:Epoch[88] Elapsed time 4.944 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.478344 INFO:root:Epoch[89] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.45] INFO:root:Epoch[89] Elapsed time 4.935 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.445060 INFO:root:Epoch[90] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.39] INFO:root:Epoch[90] Elapsed time 4.982 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.391418 INFO:root:Epoch[91] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.4] INFO:root:Epoch[91] Elapsed time 4.968 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.395152 INFO:root:Epoch[92] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.4] INFO:root:Epoch[92] Elapsed time 4.922 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.401009 INFO:root:Epoch[93] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.46] INFO:root:Epoch[93] Elapsed time 4.991 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.460101 INFO:root:Loading parameters from best epoch (83) INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.4] INFO:root:Epoch[94] Elapsed time 5.056 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.399050 INFO:root:Epoch[95] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.43] INFO:root:Epoch[95] Elapsed time 5.136 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.432410 INFO:root:Epoch[96] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.38] INFO:root:Epoch[96] Elapsed time 4.877 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.380423 INFO:root:Epoch[97] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.43] INFO:root:Epoch[97] Elapsed time 4.989 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.433900 INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.4] INFO:root:Epoch[98] Elapsed time 4.842 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.402890 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.39] INFO:root:Epoch[99] Elapsed time 4.935 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.388047 INFO:root:Epoch[100] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.42] INFO:root:Epoch[100] Elapsed time 4.927 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.416043 INFO:root:Epoch[101] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.47] INFO:root:Epoch[101] Elapsed time 4.987 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.471537 INFO:root:Epoch[102] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.44] INFO:root:Epoch[102] Elapsed time 4.788 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.444536 INFO:root:Epoch[103] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.41] INFO:root:Epoch[103] Elapsed time 4.957 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.406916 INFO:root:Loading parameters from best epoch (83) INFO:root:Epoch[104] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.38] INFO:root:Epoch[104] Elapsed time 4.859 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.380936 INFO:root:Epoch[105] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.49] INFO:root:Epoch[105] Elapsed time 4.893 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.491413 INFO:root:Epoch[106] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.46] INFO:root:Epoch[106] Elapsed time 4.954 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.457118 INFO:root:Epoch[107] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.39] INFO:root:Epoch[107] Elapsed time 5.087 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.394031 INFO:root:Epoch[108] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.35] INFO:root:Epoch[108] Elapsed time 4.954 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.349922 INFO:root:Epoch[109] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.49] INFO:root:Epoch[109] Elapsed time 5.037 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.485462 INFO:root:Epoch[110] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.4] INFO:root:Epoch[110] Elapsed time 4.912 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.398995 INFO:root:Epoch[111] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.41] INFO:root:Epoch[111] Elapsed time 4.918 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.409392 INFO:root:Epoch[112] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.4] INFO:root:Epoch[112] Elapsed time 4.984 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.398404 INFO:root:Epoch[113] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.44] INFO:root:Epoch[113] Elapsed time 4.959 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.438322 INFO:root:Loading parameters from best epoch (83) INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.44] INFO:root:Epoch[114] Elapsed time 4.858 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.436983 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.4] INFO:root:Epoch[115] Elapsed time 4.950 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.401255 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.33] INFO:root:Epoch[116] Elapsed time 5.053 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.332545 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.44] INFO:root:Epoch[117] Elapsed time 4.957 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.436149 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.42] INFO:root:Epoch[118] Elapsed time 4.913 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.424431 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.42] INFO:root:Epoch[119] Elapsed time 4.869 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.422660 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.37] INFO:root:Epoch[120] Elapsed time 4.960 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.367188 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.47] INFO:root:Epoch[121] Elapsed time 4.867 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.468620 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.4] INFO:root:Epoch[122] Elapsed time 4.891 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.397490 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.42] INFO:root:Epoch[123] Elapsed time 4.907 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.422062 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.38] INFO:root:Epoch[124] Elapsed time 4.880 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.375050 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.42] INFO:root:Epoch[125] Elapsed time 4.860 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.416545 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.46] INFO:root:Epoch[126] Elapsed time 4.933 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.463661 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.41] INFO:root:Epoch[127] Elapsed time 4.796 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.407391 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.43] INFO:root:Epoch[128] Elapsed time 4.959 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.433725 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.39] INFO:root:Epoch[129] Elapsed time 4.901 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.389101 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.43] INFO:root:Epoch[130] Elapsed time 4.974 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.433574 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=5.41] INFO:root:Epoch[131] Elapsed time 5.420 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.410876 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.39] INFO:root:Epoch[132] Elapsed time 4.935 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.393861 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.38] INFO:root:Epoch[133] Elapsed time 4.925 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.380231 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.44] INFO:root:Epoch[134] Elapsed time 4.955 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.436131 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.43] INFO:root:Epoch[135] Elapsed time 4.927 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.433457 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.41] INFO:root:Epoch[136] Elapsed time 5.001 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.414946 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.4] INFO:root:Epoch[137] Elapsed time 4.896 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.403187 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.45] INFO:root:Epoch[138] Elapsed time 4.924 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.447028 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.42] INFO:root:Epoch[139] Elapsed time 4.909 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.417031 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.4] INFO:root:Epoch[140] Elapsed time 4.961 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.404736 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.38] INFO:root:Epoch[141] Elapsed time 4.871 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.380191 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.44] INFO:root:Epoch[142] Elapsed time 4.911 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.436241 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.41] INFO:root:Epoch[143] Elapsed time 4.827 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.407281 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.38] INFO:root:Epoch[144] Elapsed time 4.857 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.383185 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.39] INFO:root:Epoch[145] Elapsed time 4.884 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.390215 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.42] INFO:root:Epoch[146] Elapsed time 4.870 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.421005 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.43] INFO:root:Epoch[147] Elapsed time 4.838 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.429474 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.38] INFO:root:Epoch[148] Elapsed time 4.999 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.378406 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.38] INFO:root:Epoch[149] Elapsed time 4.876 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.378640 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.46] INFO:root:Epoch[150] Elapsed time 4.997 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.463473 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.42] INFO:root:Epoch[151] Elapsed time 4.861 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.416672 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.37] INFO:root:Epoch[152] Elapsed time 5.031 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.374774 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.4] INFO:root:Epoch[153] Elapsed time 4.932 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.403945 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.45] INFO:root:Epoch[154] Elapsed time 4.983 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.452503 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.43] INFO:root:Epoch[155] Elapsed time 4.828 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.426023 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.39] INFO:root:Epoch[156] Elapsed time 4.968 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.394587 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.35] INFO:root:Epoch[157] Elapsed time 4.944 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.347793 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.45] INFO:root:Epoch[158] Elapsed time 4.972 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.450380 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.42] INFO:root:Epoch[159] Elapsed time 4.861 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.423800 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.39] INFO:root:Epoch[160] Elapsed time 4.902 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.385076 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.4] INFO:root:Epoch[161] Elapsed time 4.927 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.395791 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.41] INFO:root:Epoch[162] Elapsed time 4.901 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.413645 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.44] INFO:root:Epoch[163] Elapsed time 4.891 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.438917 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.42] INFO:root:Epoch[164] Elapsed time 4.840 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.422957 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.36] INFO:root:Epoch[165] Elapsed time 4.913 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.364033 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.39] INFO:root:Epoch[166] Elapsed time 4.941 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.391722 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.10it/s, avg_epoch_loss=5.43] INFO:root:Epoch[167] Elapsed time 5.527 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.434961 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.39] INFO:root:Epoch[168] Elapsed time 4.829 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.385264 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.43] INFO:root:Epoch[169] Elapsed time 4.921 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.433528 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.4] INFO:root:Epoch[170] Elapsed time 4.857 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.400816 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.46] INFO:root:Epoch[171] Elapsed time 4.940 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.463404 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.4] INFO:root:Epoch[172] Elapsed time 4.800 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.396002 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.37] INFO:root:Epoch[173] Elapsed time 5.015 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.372274 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.39] INFO:root:Epoch[174] Elapsed time 4.841 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.391106 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.43] INFO:root:Epoch[175] Elapsed time 5.019 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.428543 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.38] INFO:root:Epoch[176] Elapsed time 4.850 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.377692 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.36] INFO:root:Epoch[177] Elapsed time 4.982 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.357502 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.42] INFO:root:Epoch[178] Elapsed time 4.953 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.423999 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.44] INFO:root:Epoch[179] Elapsed time 4.915 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.436946 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.4] INFO:root:Epoch[180] Elapsed time 4.827 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.397665 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.37] INFO:root:Epoch[181] Elapsed time 4.978 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.368925 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.36] INFO:root:Epoch[182] Elapsed time 5.007 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.355440 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.43] INFO:root:Epoch[183] Elapsed time 4.933 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.426747 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.43] INFO:root:Epoch[184] Elapsed time 4.921 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.426194 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.37] INFO:root:Epoch[185] Elapsed time 4.898 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.370347 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.35] INFO:root:Epoch[186] Elapsed time 4.937 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.345212 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.4] INFO:root:Epoch[187] Elapsed time 4.923 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.396435 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.44] INFO:root:Epoch[188] Elapsed time 4.824 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.442193 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.37] INFO:root:Epoch[189] Elapsed time 4.937 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.373578 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.39] INFO:root:Epoch[190] Elapsed time 5.085 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.393106 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.38] INFO:root:Epoch[191] Elapsed time 4.938 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.382153 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.46] INFO:root:Epoch[192] Elapsed time 4.905 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.455553 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.38] INFO:root:Epoch[193] Elapsed time 4.851 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.382698 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.36] INFO:root:Epoch[194] Elapsed time 4.989 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.361872 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.41] INFO:root:Epoch[195] Elapsed time 4.903 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.408517 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.44] INFO:root:Epoch[196] Elapsed time 4.945 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.443378 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.38] INFO:root:Epoch[197] Elapsed time 5.024 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.384512 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.37] INFO:root:Epoch[198] Elapsed time 4.940 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.366359 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.4] INFO:root:Epoch[199] Elapsed time 4.979 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.399914 INFO:root:Loading parameters from best epoch (116) INFO:root:Final loss: 5.3325445222854615 (occurred at epoch 116) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.33it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 3.30958 0.031809 40.886767 0.02761 0.013446 50 epochs num_batches 0 200 100 Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073 100%|██████████| 100/100 [00:04<00:00, 21.84it/s, avg_epoch_loss=7.03] INFO:root:Epoch[0] Elapsed time 4.581 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.032508 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.45] INFO:root:Epoch[1] Elapsed time 4.922 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.448871 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.42] INFO:root:Epoch[2] Elapsed time 4.985 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.416719 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=6.29] INFO:root:Epoch[3] Elapsed time 4.837 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.292541 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.21] INFO:root:Epoch[4] Elapsed time 5.046 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.206856 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.17] INFO:root:Epoch[5] Elapsed time 4.953 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.174249 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=6.2] INFO:root:Epoch[6] Elapsed time 5.295 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.204175 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.14] INFO:root:Epoch[7] Elapsed time 5.174 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.137668 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=6.11] INFO:root:Epoch[8] Elapsed time 4.836 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.107177 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.96] INFO:root:Epoch[9] Elapsed time 4.958 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=5.957311 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=6.12] INFO:root:Epoch[10] Elapsed time 4.887 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.121783 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.02] INFO:root:Epoch[11] Elapsed time 4.994 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.016683 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.93] INFO:root:Epoch[12] Elapsed time 4.927 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.926966 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.93] INFO:root:Epoch[13] Elapsed time 4.946 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.927712 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.91] INFO:root:Epoch[14] Elapsed time 4.938 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.909147 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.95] INFO:root:Epoch[15] Elapsed time 4.993 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.950763 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.92] INFO:root:Epoch[16] Elapsed time 4.918 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.915970 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.93] INFO:root:Epoch[17] Elapsed time 4.930 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.933327 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.82] INFO:root:Epoch[18] Elapsed time 4.955 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.822883 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.89] INFO:root:Epoch[19] Elapsed time 4.962 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.885010 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.91] INFO:root:Epoch[20] Elapsed time 4.834 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.905911 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.78] INFO:root:Epoch[21] Elapsed time 4.980 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.778050 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.83] INFO:root:Epoch[22] Elapsed time 4.917 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.827847 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.87] INFO:root:Epoch[23] Elapsed time 5.085 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.867116 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.75] INFO:root:Epoch[24] Elapsed time 4.855 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.745304 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.8] INFO:root:Epoch[25] Elapsed time 5.132 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.798539 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.76] INFO:root:Epoch[26] Elapsed time 4.914 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.757666 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.86] INFO:root:Epoch[27] Elapsed time 4.951 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.857395 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.75] INFO:root:Epoch[28] Elapsed time 4.870 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.752573 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.65] INFO:root:Epoch[29] Elapsed time 4.914 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.651791 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.71] INFO:root:Epoch[30] Elapsed time 4.942 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.709882 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.72] INFO:root:Epoch[31] Elapsed time 4.984 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.716892 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.63] INFO:root:Epoch[32] Elapsed time 4.972 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.631904 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.64] INFO:root:Epoch[33] Elapsed time 4.982 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.636976 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.66] INFO:root:Epoch[34] Elapsed time 5.032 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.657833 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.67] INFO:root:Epoch[35] Elapsed time 4.905 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.672691 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.6] INFO:root:Epoch[36] Elapsed time 4.901 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.599889 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.67] INFO:root:Epoch[37] Elapsed time 4.959 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.666219 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.65] INFO:root:Epoch[38] Elapsed time 4.927 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.653802 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.64] INFO:root:Epoch[39] Elapsed time 4.949 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.642222 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.6] INFO:root:Epoch[40] Elapsed time 4.882 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.598348 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.58] INFO:root:Epoch[41] Elapsed time 4.988 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.579489 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.6] INFO:root:Epoch[42] Elapsed time 5.267 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.595472 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=5.63] INFO:root:Epoch[43] Elapsed time 5.288 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.632246 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.57] INFO:root:Epoch[44] Elapsed time 4.922 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.566596 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.56] INFO:root:Epoch[45] Elapsed time 4.917 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.559608 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.49] INFO:root:Epoch[46] Elapsed time 4.896 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.487514 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.62] INFO:root:Epoch[47] Elapsed time 4.869 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.621049 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.57] INFO:root:Epoch[48] Elapsed time 4.991 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.569892 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.48] INFO:root:Epoch[49] Elapsed time 4.915 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.479990 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.53] INFO:root:Epoch[50] Elapsed time 4.975 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.531573 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.52] INFO:root:Epoch[51] Elapsed time 4.866 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.521128 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.55] INFO:root:Epoch[52] Elapsed time 4.984 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.547591 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.54] INFO:root:Epoch[53] Elapsed time 4.878 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.536607 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.51] INFO:root:Epoch[54] Elapsed time 4.978 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.509984 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.49] INFO:root:Epoch[55] Elapsed time 4.914 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.485417 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.56] INFO:root:Epoch[56] Elapsed time 4.944 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.558277 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.5] INFO:root:Epoch[57] Elapsed time 4.902 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.495366 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.61] INFO:root:Epoch[58] Elapsed time 5.100 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.611682 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.53] INFO:root:Epoch[59] Elapsed time 5.033 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.526838 INFO:root:Loading parameters from best epoch (49) INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.59] INFO:root:Epoch[60] Elapsed time 4.934 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.585998 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.47] INFO:root:Epoch[61] Elapsed time 4.818 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.465723 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.46] INFO:root:Epoch[62] Elapsed time 4.933 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.455770 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.48] INFO:root:Epoch[63] Elapsed time 4.869 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.481795 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.54] INFO:root:Epoch[64] Elapsed time 4.999 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.538188 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.51] INFO:root:Epoch[65] Elapsed time 4.874 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.512800 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.46] INFO:root:Epoch[66] Elapsed time 4.976 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.456035 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.41] INFO:root:Epoch[67] Elapsed time 4.940 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.414401 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.51] INFO:root:Epoch[68] Elapsed time 4.901 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.511933 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.51] INFO:root:Epoch[69] Elapsed time 4.925 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.513406 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.49] INFO:root:Epoch[70] Elapsed time 4.996 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.494813 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.46] INFO:root:Epoch[71] Elapsed time 4.918 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.457980 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.49] INFO:root:Epoch[72] Elapsed time 4.881 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.491199 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.44] INFO:root:Epoch[73] Elapsed time 4.935 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.443332 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.47] INFO:root:Epoch[74] Elapsed time 4.867 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.473721 INFO:root:Epoch[75] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.45] INFO:root:Epoch[75] Elapsed time 4.939 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.448297 INFO:root:Epoch[76] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.49] INFO:root:Epoch[76] Elapsed time 4.881 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.491335 INFO:root:Epoch[77] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.5] INFO:root:Epoch[77] Elapsed time 4.844 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.500531 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.43] INFO:root:Epoch[78] Elapsed time 4.911 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.432602 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.82it/s, avg_epoch_loss=5.44] INFO:root:Epoch[79] Elapsed time 5.615 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.438006 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.43] INFO:root:Epoch[80] Elapsed time 5.003 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.434826 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.48] INFO:root:Epoch[81] Elapsed time 4.975 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.483560 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.42] INFO:root:Epoch[82] Elapsed time 4.883 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.422874 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.45] INFO:root:Epoch[83] Elapsed time 4.937 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.448385 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.43] INFO:root:Epoch[84] Elapsed time 4.856 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.425608 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.51] INFO:root:Epoch[85] Elapsed time 4.917 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.507089 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.46] INFO:root:Epoch[86] Elapsed time 4.939 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.457923 INFO:root:Epoch[87] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.43] INFO:root:Epoch[87] Elapsed time 5.006 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.433091 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[88] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.46] INFO:root:Epoch[88] Elapsed time 4.937 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.459393 INFO:root:Epoch[89] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.54] INFO:root:Epoch[89] Elapsed time 5.047 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.535981 INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.44] INFO:root:Epoch[90] Elapsed time 4.845 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.439680 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.41] INFO:root:Epoch[91] Elapsed time 5.063 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.414561 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.4] INFO:root:Epoch[92] Elapsed time 5.051 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.404602 INFO:root:Epoch[93] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.5] INFO:root:Epoch[93] Elapsed time 4.882 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.500237 INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.45] INFO:root:Epoch[94] Elapsed time 4.790 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.448401 INFO:root:Epoch[95] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.45] INFO:root:Epoch[95] Elapsed time 4.979 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.452417 INFO:root:Epoch[96] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.37] INFO:root:Epoch[96] Elapsed time 5.114 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.367467 INFO:root:Epoch[97] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.48] INFO:root:Epoch[97] Elapsed time 4.834 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.483467 INFO:root:Epoch[98] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.48] INFO:root:Epoch[98] Elapsed time 4.897 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.476774 INFO:root:Epoch[99] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.44] INFO:root:Epoch[99] Elapsed time 5.038 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.437152 INFO:root:Epoch[100] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.39] INFO:root:Epoch[100] Elapsed time 5.000 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.385726 INFO:root:Epoch[101] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.46] INFO:root:Epoch[101] Elapsed time 4.896 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.464854 INFO:root:Epoch[102] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.51] INFO:root:Epoch[102] Elapsed time 4.945 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.509969 INFO:root:Epoch[103] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.44] INFO:root:Epoch[103] Elapsed time 4.850 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.443497 INFO:root:Epoch[104] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.42] INFO:root:Epoch[104] Elapsed time 4.969 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.421061 INFO:root:Epoch[105] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.45] INFO:root:Epoch[105] Elapsed time 4.870 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.445971 INFO:root:Epoch[106] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.52] INFO:root:Epoch[106] Elapsed time 4.942 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.523838 INFO:root:Loading parameters from best epoch (96) INFO:root:Epoch[107] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.44] INFO:root:Epoch[107] Elapsed time 4.832 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.443373 INFO:root:Epoch[108] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.44] INFO:root:Epoch[108] Elapsed time 4.855 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.436617 INFO:root:Epoch[109] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.43] INFO:root:Epoch[109] Elapsed time 4.861 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.428311 INFO:root:Epoch[110] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.47] INFO:root:Epoch[110] Elapsed time 4.937 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.465469 INFO:root:Epoch[111] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.43] INFO:root:Epoch[111] Elapsed time 4.836 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.425283 INFO:root:Epoch[112] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.39] INFO:root:Epoch[112] Elapsed time 4.895 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.388931 INFO:root:Epoch[113] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.44] INFO:root:Epoch[113] Elapsed time 4.876 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.440786 INFO:root:Epoch[114] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.46] INFO:root:Epoch[114] Elapsed time 4.938 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.461930 INFO:root:Epoch[115] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.59it/s, avg_epoch_loss=5.42] INFO:root:Epoch[115] Elapsed time 5.382 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.417986 INFO:root:Epoch[116] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.39] INFO:root:Epoch[116] Elapsed time 5.074 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.390220 INFO:root:Loading parameters from best epoch (96) INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.44] INFO:root:Epoch[117] Elapsed time 5.043 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.441124 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.51] INFO:root:Epoch[118] Elapsed time 4.945 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.505331 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.41] INFO:root:Epoch[119] Elapsed time 4.798 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.414966 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.44] INFO:root:Epoch[120] Elapsed time 4.937 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.441662 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.44] INFO:root:Epoch[121] Elapsed time 4.871 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.440385 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.49] INFO:root:Epoch[122] Elapsed time 4.935 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.490491 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.44] INFO:root:Epoch[123] Elapsed time 4.911 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.435619 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.4] INFO:root:Epoch[124] Elapsed time 4.875 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.404952 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.4] INFO:root:Epoch[125] Elapsed time 4.867 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.395788 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.5] INFO:root:Epoch[126] Elapsed time 4.963 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.504005 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.47] INFO:root:Epoch[127] Elapsed time 4.830 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.473671 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.45] INFO:root:Epoch[128] Elapsed time 4.958 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.445123 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.35] INFO:root:Epoch[129] Elapsed time 4.965 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.351181 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.53] INFO:root:Epoch[130] Elapsed time 4.802 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.530156 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.45] INFO:root:Epoch[131] Elapsed time 4.817 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.451068 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.42] INFO:root:Epoch[132] Elapsed time 4.999 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.416696 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.38] INFO:root:Epoch[133] Elapsed time 4.928 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.378632 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.48] INFO:root:Epoch[134] Elapsed time 4.871 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.484450 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.45] INFO:root:Epoch[135] Elapsed time 4.889 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.451376 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.45] INFO:root:Epoch[136] Elapsed time 4.988 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.450291 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.42] INFO:root:Epoch[137] Elapsed time 4.910 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.421850 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.46] INFO:root:Epoch[138] Elapsed time 4.946 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.463558 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.45] INFO:root:Epoch[139] Elapsed time 5.113 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.450176 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.43] INFO:root:Epoch[140] Elapsed time 4.830 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.432847 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.4] INFO:root:Epoch[141] Elapsed time 4.973 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.395162 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.45] INFO:root:Epoch[142] Elapsed time 4.965 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.447096 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.51] INFO:root:Epoch[143] Elapsed time 4.925 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.511941 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.43] INFO:root:Epoch[144] Elapsed time 4.858 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.425111 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.4] INFO:root:Epoch[145] Elapsed time 4.889 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.400863 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.39] INFO:root:Epoch[146] Elapsed time 4.880 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.387233 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.47] INFO:root:Epoch[147] Elapsed time 4.932 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.471115 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.45] INFO:root:Epoch[148] Elapsed time 4.985 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.453092 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.41] INFO:root:Epoch[149] Elapsed time 5.212 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.411342 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.41] INFO:root:Epoch[150] Elapsed time 4.900 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.410256 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.48] INFO:root:Epoch[151] Elapsed time 4.965 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.479522 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=5.39] INFO:root:Epoch[152] Elapsed time 5.409 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.393796 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.38] INFO:root:Epoch[153] Elapsed time 4.965 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.380179 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.41] INFO:root:Epoch[154] Elapsed time 4.973 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.405722 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.48] INFO:root:Epoch[155] Elapsed time 4.951 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.478331 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.43] INFO:root:Epoch[156] Elapsed time 5.073 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.434022 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.46] INFO:root:Epoch[157] Elapsed time 5.034 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.461576 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.36] INFO:root:Epoch[158] Elapsed time 5.029 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.355424 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.47] INFO:root:Epoch[159] Elapsed time 4.892 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.473278 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.43] INFO:root:Epoch[160] Elapsed time 4.904 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.427051 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.43] INFO:root:Epoch[161] Elapsed time 4.860 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.432539 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.42] INFO:root:Epoch[162] Elapsed time 5.126 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.422382 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.44] INFO:root:Epoch[163] Elapsed time 4.959 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.436772 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.44] INFO:root:Epoch[164] Elapsed time 4.922 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.438092 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.43] INFO:root:Epoch[165] Elapsed time 4.798 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.428569 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.43] INFO:root:Epoch[166] Elapsed time 5.041 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.429869 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.4] INFO:root:Epoch[167] Elapsed time 4.904 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.402324 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.46] INFO:root:Epoch[168] Elapsed time 4.958 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.456648 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.41] INFO:root:Epoch[169] Elapsed time 4.923 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.410878 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.4] INFO:root:Epoch[170] Elapsed time 5.125 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.398852 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.38] INFO:root:Epoch[171] Elapsed time 4.949 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.380253 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.48] INFO:root:Epoch[172] Elapsed time 4.963 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.483288 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.4] INFO:root:Epoch[173] Elapsed time 4.854 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.404286 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.43] INFO:root:Epoch[174] Elapsed time 4.928 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.434866 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.4] INFO:root:Epoch[175] Elapsed time 5.023 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.401195 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.5] INFO:root:Epoch[176] Elapsed time 5.165 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.502186 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.45] INFO:root:Epoch[177] Elapsed time 4.921 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.446287 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.41] INFO:root:Epoch[178] Elapsed time 4.943 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.409213 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.39] INFO:root:Epoch[179] Elapsed time 4.917 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.386642 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.47] INFO:root:Epoch[180] Elapsed time 4.951 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.466592 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.42] INFO:root:Epoch[181] Elapsed time 4.871 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.418269 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.41] INFO:root:Epoch[182] Elapsed time 5.002 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.406334 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.33] INFO:root:Epoch[183] Elapsed time 4.896 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.328903 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.47] INFO:root:Epoch[184] Elapsed time 4.886 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.472695 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.4] INFO:root:Epoch[185] Elapsed time 5.040 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.403403 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.44] INFO:root:Epoch[186] Elapsed time 4.793 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.443966 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.37] INFO:root:Epoch[187] Elapsed time 4.982 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.374441 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.65it/s, avg_epoch_loss=5.47] INFO:root:Epoch[188] Elapsed time 5.668 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.468479 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.47] INFO:root:Epoch[189] Elapsed time 4.767 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.466599 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.43] INFO:root:Epoch[190] Elapsed time 4.937 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.426734 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.39] INFO:root:Epoch[191] Elapsed time 4.971 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.388806 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.45] INFO:root:Epoch[192] Elapsed time 4.954 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.450876 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.43] INFO:root:Epoch[193] Elapsed time 4.866 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.434266 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.41] INFO:root:Epoch[194] Elapsed time 4.885 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.413481 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.35] INFO:root:Epoch[195] Elapsed time 4.863 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.354289 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.45] INFO:root:Epoch[196] Elapsed time 4.908 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.452753 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.47] INFO:root:Epoch[197] Elapsed time 4.939 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.468697 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.38] INFO:root:Epoch[198] Elapsed time 4.981 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.378397 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.34] INFO:root:Epoch[199] Elapsed time 4.993 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.344601 INFO:root:Loading parameters from best epoch (183) INFO:root:Final loss: 5.3289030647277835 (occurred at epoch 183) INFO:root:End model training Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.35it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.375022 0.032309 43.248579 0.027892 0.013104 seed epochs num_batches 0 51 200 100
Out[11]:
| MASE | sMAPE | MSIS | wQuantileLoss[0.5] | wQuantileLoss[0.9] | seed | epochs | num_batches | |
|---|---|---|---|---|---|---|---|---|
| 0 | 3.249105 | 0.031443 | 38.426335 | 0.027069 | 0.013043 | 42 | 200 | 100 |
| 0 | 3.996149 | 0.036931 | 48.183685 | 0.034064 | 0.015833 | 43 | 200 | 100 |
| 0 | 3.542536 | 0.032911 | 44.077748 | 0.029496 | 0.014361 | 44 | 200 | 100 |
| 0 | 3.205922 | 0.030884 | 44.491649 | 0.026346 | 0.012919 | 45 | 200 | 100 |
| 0 | 3.573204 | 0.034124 | 40.782939 | 0.030776 | 0.013720 | 46 | 200 | 100 |
| 0 | 3.285711 | 0.031476 | 41.291868 | 0.027197 | 0.013395 | 47 | 200 | 100 |
| 0 | 3.743820 | 0.034364 | 47.633064 | 0.031307 | 0.015531 | 48 | 200 | 100 |
| 0 | 3.588241 | 0.034006 | 43.142813 | 0.031046 | 0.014562 | 49 | 200 | 100 |
| 0 | 3.309580 | 0.031809 | 40.886767 | 0.027610 | 0.013446 | 50 | 200 | 100 |
| 0 | 3.375022 | 0.032309 | 43.248579 | 0.027892 | 0.013104 | 51 | 200 | 100 |
Check m4_monthly_domain vs. m4_monthly¶
In [11]:
results = pd.DataFrame()
for i in range(51, 52):
print("Seed:", i)
df = deepar(data="m4_monthly", seed=i, epochs=100, batches=100)
pprint(df)
results = results.append(df)
results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163 100%|██████████| 100/100 [00:05<00:00, 18.01it/s, avg_epoch_loss=7.29] INFO:root:Epoch[0] Elapsed time 5.559 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.294681 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=7.58] INFO:root:Epoch[1] Elapsed time 5.055 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.577126 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=7.04] INFO:root:Epoch[2] Elapsed time 5.236 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.035184 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.83] INFO:root:Epoch[3] Elapsed time 4.968 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.834697 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.59it/s, avg_epoch_loss=7.43] INFO:root:Epoch[4] Elapsed time 5.381 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.425021 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.35] INFO:root:Epoch[5] Elapsed time 5.046 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.354219 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.81] INFO:root:Epoch[6] Elapsed time 4.978 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.806016 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=6.53] INFO:root:Epoch[7] Elapsed time 4.871 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.533124 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.29] INFO:root:Epoch[8] Elapsed time 4.929 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.293613 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.71] INFO:root:Epoch[9] Elapsed time 5.091 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.708183 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.69] INFO:root:Epoch[10] Elapsed time 5.027 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.687042 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.49] INFO:root:Epoch[11] Elapsed time 5.044 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.489730 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.1] INFO:root:Epoch[12] Elapsed time 5.089 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.101504 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.85] INFO:root:Epoch[13] Elapsed time 5.072 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.852632 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.51] INFO:root:Epoch[14] Elapsed time 4.949 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.510088 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=7.14] INFO:root:Epoch[15] Elapsed time 4.937 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.140059 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.06] INFO:root:Epoch[16] Elapsed time 5.221 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.056450 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.2] INFO:root:Epoch[17] Elapsed time 4.994 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.195219 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.98] INFO:root:Epoch[18] Elapsed time 5.270 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.975545 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.8] INFO:root:Epoch[19] Elapsed time 5.187 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.804183 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.39] INFO:root:Epoch[20] Elapsed time 4.941 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.394826 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=6.43] INFO:root:Epoch[21] Elapsed time 4.880 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.425488 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.25] INFO:root:Epoch[22] Elapsed time 4.902 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.251751 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.58] INFO:root:Epoch[23] Elapsed time 4.915 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.583672 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.32] INFO:root:Epoch[24] Elapsed time 5.100 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.323556 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.25] INFO:root:Epoch[25] Elapsed time 4.934 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.250501 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.71] INFO:root:Epoch[26] Elapsed time 4.994 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.708246 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.09] INFO:root:Epoch[27] Elapsed time 5.155 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.087235 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=6.26] INFO:root:Epoch[28] Elapsed time 4.851 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.258274 INFO:root:Epoch[29] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=6.71] INFO:root:Epoch[29] Elapsed time 4.876 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.708805 INFO:root:Epoch[30] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.75it/s, avg_epoch_loss=7.08] INFO:root:Epoch[30] Elapsed time 5.636 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.081842 INFO:root:Epoch[31] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.37] INFO:root:Epoch[31] Elapsed time 5.195 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.372632 INFO:root:Epoch[32] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.73] INFO:root:Epoch[32] Elapsed time 4.925 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.730982 INFO:root:Epoch[33] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=7.01] INFO:root:Epoch[33] Elapsed time 5.052 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.014942 INFO:root:Epoch[34] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.23] INFO:root:Epoch[34] Elapsed time 5.032 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.232405 INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.27] INFO:root:Epoch[35] Elapsed time 4.941 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.266586 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=6.38] INFO:root:Epoch[36] Elapsed time 4.875 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.376400 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.84] INFO:root:Epoch[37] Elapsed time 5.003 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.841122 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.98] INFO:root:Epoch[38] Elapsed time 5.006 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.975044 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.09] INFO:root:Epoch[39] Elapsed time 5.111 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.092457 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.14] INFO:root:Epoch[40] Elapsed time 5.027 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.135372 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.83] INFO:root:Epoch[41] Elapsed time 5.137 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.827987 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.91] INFO:root:Epoch[42] Elapsed time 5.142 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.909012 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.92] INFO:root:Epoch[43] Elapsed time 4.921 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.923464 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.85] INFO:root:Epoch[44] Elapsed time 4.973 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.851147 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.8] INFO:root:Epoch[45] Elapsed time 4.943 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.804167 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.11] INFO:root:Epoch[46] Elapsed time 5.112 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.113297 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.09] INFO:root:Epoch[47] Elapsed time 4.999 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.088018 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.19] INFO:root:Epoch[48] Elapsed time 5.086 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.194392 INFO:root:Epoch[49] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.09] INFO:root:Epoch[49] Elapsed time 5.010 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.089708 INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.22] INFO:root:Epoch[50] Elapsed time 4.945 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.220710 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.2] INFO:root:Epoch[51] Elapsed time 4.935 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.195825 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.73] INFO:root:Epoch[52] Elapsed time 4.966 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.725548 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.37] INFO:root:Epoch[53] Elapsed time 5.119 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.366798 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.85] INFO:root:Epoch[54] Elapsed time 5.088 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.848408 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.11] INFO:root:Epoch[55] Elapsed time 5.154 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.108159 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.88] INFO:root:Epoch[56] Elapsed time 5.010 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.879591 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.9] INFO:root:Epoch[57] Elapsed time 5.082 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.902851 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.85] INFO:root:Epoch[58] Elapsed time 4.856 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.853844 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=6.99] INFO:root:Epoch[59] Elapsed time 4.907 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.992074 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.83] INFO:root:Epoch[60] Elapsed time 4.969 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.830231 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.92] INFO:root:Epoch[61] Elapsed time 5.055 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.922812 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.32] INFO:root:Epoch[62] Elapsed time 5.001 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.322037 INFO:root:Loading parameters from best epoch (52) INFO:root:Epoch[63] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.11] INFO:root:Epoch[63] Elapsed time 5.206 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.114743 INFO:root:Epoch[64] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.76] INFO:root:Epoch[64] Elapsed time 4.888 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.762645 INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.4] INFO:root:Epoch[65] Elapsed time 4.909 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.402459 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.11it/s, avg_epoch_loss=6] INFO:root:Epoch[66] Elapsed time 5.523 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.003930 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.77] INFO:root:Epoch[67] Elapsed time 4.906 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.766936 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=7.86] INFO:root:Epoch[68] Elapsed time 4.982 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.863582 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.68] INFO:root:Epoch[69] Elapsed time 4.987 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.678086 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.17] INFO:root:Epoch[70] Elapsed time 4.974 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.174863 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.91] INFO:root:Epoch[71] Elapsed time 4.991 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.911321 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.84] INFO:root:Epoch[72] Elapsed time 5.093 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.839384 INFO:root:Loading parameters from best epoch (52) INFO:root:Epoch[73] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.85] INFO:root:Epoch[73] Elapsed time 4.858 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.851291 INFO:root:Epoch[74] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=7.19] INFO:root:Epoch[74] Elapsed time 4.898 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.188838 INFO:root:Epoch[75] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.84] INFO:root:Epoch[75] Elapsed time 5.074 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.844408 INFO:root:Epoch[76] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.77] INFO:root:Epoch[76] Elapsed time 4.918 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.767840 INFO:root:Epoch[77] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.44] INFO:root:Epoch[77] Elapsed time 4.986 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.444503 INFO:root:Epoch[78] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.99] INFO:root:Epoch[78] Elapsed time 5.284 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.993819 INFO:root:Epoch[79] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.66] INFO:root:Epoch[79] Elapsed time 4.853 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.659222 INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.43] INFO:root:Epoch[80] Elapsed time 4.978 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.430518 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.99] INFO:root:Epoch[81] Elapsed time 4.920 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.986411 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.7] INFO:root:Epoch[82] Elapsed time 4.977 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.698366 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.82] INFO:root:Epoch[83] Elapsed time 5.045 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.821675 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.68] INFO:root:Epoch[84] Elapsed time 5.047 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.680779 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.23] INFO:root:Epoch[85] Elapsed time 5.039 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.227658 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.92] INFO:root:Epoch[86] Elapsed time 5.109 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.915295 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.79] INFO:root:Epoch[87] Elapsed time 5.245 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.789139 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.92] INFO:root:Epoch[88] Elapsed time 5.029 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.922779 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=7.12] INFO:root:Epoch[89] Elapsed time 4.920 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.117401 INFO:root:Loading parameters from best epoch (79) INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.87] INFO:root:Epoch[90] Elapsed time 5.071 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.869509 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.79] INFO:root:Epoch[91] Elapsed time 5.097 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.787690 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.41] INFO:root:Epoch[92] Elapsed time 5.014 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.405403 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=7] INFO:root:Epoch[93] Elapsed time 5.208 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.000926 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.62] INFO:root:Epoch[94] Elapsed time 5.018 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.618687 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.41] INFO:root:Epoch[95] Elapsed time 4.986 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.414419 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.99] INFO:root:Epoch[96] Elapsed time 4.847 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.990054 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.75] INFO:root:Epoch[97] Elapsed time 4.919 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.749789 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=7.9] INFO:root:Epoch[98] Elapsed time 4.998 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.899194 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.65] INFO:root:Epoch[99] Elapsed time 5.052 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.653732 INFO:root:Loading parameters from best epoch (94) INFO:root:Final loss: 5.618686780929566 (occurred at epoch 94) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:32<00:00, 35.49it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.050339 0.136071 15.906396 0.122447 0.083745 seed epochs num_batches 0 51 100 100
Out[11]:
| MASE | sMAPE | MSIS | wQuantileLoss[0.5] | wQuantileLoss[0.9] | seed | epochs | num_batches | |
|---|---|---|---|---|---|---|---|---|
| 0 | 1.050339 | 0.136071 | 15.906396 | 0.122447 | 0.083745 | 51 | 100 | 100 |
In [12]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_monthly_domain", seed=i, epochs=100, batches=100)
pprint(df)
results = results.append(df)
results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=7.4] INFO:root:Epoch[0] Elapsed time 5.440 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.398581 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=7.64] INFO:root:Epoch[1] Elapsed time 5.255 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.640906 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=7] INFO:root:Epoch[2] Elapsed time 5.349 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.000588 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.81] INFO:root:Epoch[3] Elapsed time 5.167 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.813037 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=7.42] INFO:root:Epoch[4] Elapsed time 5.390 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.423030 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.27] INFO:root:Epoch[5] Elapsed time 5.002 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.273100 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.66] INFO:root:Epoch[6] Elapsed time 4.990 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.660645 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.51] INFO:root:Epoch[7] Elapsed time 5.038 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.511830 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.49] INFO:root:Epoch[8] Elapsed time 5.101 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.492703 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=7.67] INFO:root:Epoch[9] Elapsed time 5.188 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.670946 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.77] INFO:root:Epoch[10] Elapsed time 5.107 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.765068 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.46] INFO:root:Epoch[11] Elapsed time 5.135 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.461572 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.16] INFO:root:Epoch[12] Elapsed time 5.245 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.161328 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.81] INFO:root:Epoch[13] Elapsed time 5.194 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.806713 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.54] INFO:root:Epoch[14] Elapsed time 5.090 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.540846 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=7.09] INFO:root:Epoch[15] Elapsed time 5.007 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.093170 INFO:root:Loading parameters from best epoch (5) INFO:root:Epoch[16] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=7.37] INFO:root:Epoch[16] Elapsed time 5.260 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.371460 INFO:root:Epoch[17] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.81] INFO:root:Epoch[17] Elapsed time 5.081 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.808267 INFO:root:Epoch[18] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.31] INFO:root:Epoch[18] Elapsed time 5.100 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.309860 INFO:root:Epoch[19] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.93] INFO:root:Epoch[19] Elapsed time 5.318 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.927553 INFO:root:Epoch[20] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.18] INFO:root:Epoch[20] Elapsed time 5.064 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.175681 INFO:root:Epoch[21] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.62] INFO:root:Epoch[21] Elapsed time 5.105 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.619302 INFO:root:Epoch[22] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.35] INFO:root:Epoch[22] Elapsed time 5.018 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.349589 INFO:root:Epoch[23] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.61] INFO:root:Epoch[23] Elapsed time 5.028 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.608069 INFO:root:Epoch[24] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.6] INFO:root:Epoch[24] Elapsed time 5.216 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.603298 INFO:root:Epoch[25] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.28] INFO:root:Epoch[25] Elapsed time 5.133 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.278233 INFO:root:Epoch[26] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.84] INFO:root:Epoch[26] Elapsed time 5.113 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.839693 INFO:root:Epoch[27] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 16.83it/s, avg_epoch_loss=7.07] INFO:root:Epoch[27] Elapsed time 5.942 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.066543 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.77] INFO:root:Epoch[28] Elapsed time 5.138 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.772746 INFO:root:Epoch[29] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.8] INFO:root:Epoch[29] Elapsed time 5.015 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.795595 INFO:root:Epoch[30] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=7.46] INFO:root:Epoch[30] Elapsed time 5.014 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.457494 INFO:root:Epoch[31] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.86] INFO:root:Epoch[31] Elapsed time 5.249 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.859901 INFO:root:Epoch[32] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.03] INFO:root:Epoch[32] Elapsed time 5.090 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.031264 INFO:root:Epoch[33] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.22] INFO:root:Epoch[33] Elapsed time 5.132 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.217248 INFO:root:Epoch[34] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.72] INFO:root:Epoch[34] Elapsed time 5.277 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.723438 INFO:root:Epoch[35] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.36] INFO:root:Epoch[35] Elapsed time 5.063 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.358543 INFO:root:Epoch[36] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.56] INFO:root:Epoch[36] Elapsed time 5.014 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.561859 INFO:root:Epoch[37] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.21] INFO:root:Epoch[37] Elapsed time 5.071 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.207662 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[38] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.15] INFO:root:Epoch[38] Elapsed time 5.044 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.154070 INFO:root:Epoch[39] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=7.67] INFO:root:Epoch[39] Elapsed time 5.222 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.674330 INFO:root:Epoch[40] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.43] INFO:root:Epoch[40] Elapsed time 5.036 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.433716 INFO:root:Epoch[41] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=7.14] INFO:root:Epoch[41] Elapsed time 5.156 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.144681 INFO:root:Epoch[42] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.18] INFO:root:Epoch[42] Elapsed time 5.253 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.183870 INFO:root:Epoch[43] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.42] INFO:root:Epoch[43] Elapsed time 5.016 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.416991 INFO:root:Epoch[44] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=7.2] INFO:root:Epoch[44] Elapsed time 5.012 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.196224 INFO:root:Epoch[45] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=7.2] INFO:root:Epoch[45] Elapsed time 5.028 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.199635 INFO:root:Epoch[46] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.57] INFO:root:Epoch[46] Elapsed time 5.260 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.567661 INFO:root:Epoch[47] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.5] INFO:root:Epoch[47] Elapsed time 5.079 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.498805 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[48] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.75] INFO:root:Epoch[48] Elapsed time 5.266 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.748813 INFO:root:Epoch[49] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.42] INFO:root:Epoch[49] Elapsed time 5.116 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.424048 INFO:root:Epoch[50] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.53] INFO:root:Epoch[50] Elapsed time 5.001 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.529648 INFO:root:Epoch[51] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.63] INFO:root:Epoch[51] Elapsed time 4.977 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.629018 INFO:root:Epoch[52] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.11] INFO:root:Epoch[52] Elapsed time 5.055 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.109426 INFO:root:Epoch[53] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.47] INFO:root:Epoch[53] Elapsed time 5.089 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.467477 INFO:root:Epoch[54] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=7.36] INFO:root:Epoch[54] Elapsed time 5.187 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.364626 INFO:root:Epoch[55] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.48] INFO:root:Epoch[55] Elapsed time 5.112 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.481669 INFO:root:Epoch[56] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.2] INFO:root:Epoch[56] Elapsed time 5.121 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.195135 INFO:root:Epoch[57] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.14] INFO:root:Epoch[57] Elapsed time 5.265 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.137373 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[58] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.39] INFO:root:Epoch[58] Elapsed time 5.023 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.390372 INFO:root:Epoch[59] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.63] INFO:root:Epoch[59] Elapsed time 5.147 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.626653 INFO:root:Epoch[60] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.22] INFO:root:Epoch[60] Elapsed time 5.046 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.219138 INFO:root:Epoch[61] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.44] INFO:root:Epoch[61] Elapsed time 5.209 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.440205 INFO:root:Epoch[62] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.55it/s, avg_epoch_loss=6.57] INFO:root:Epoch[62] Elapsed time 5.701 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.573614 INFO:root:Epoch[63] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=7.44] INFO:root:Epoch[63] Elapsed time 5.308 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.436937 INFO:root:Epoch[64] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.31] INFO:root:Epoch[64] Elapsed time 5.082 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.306435 INFO:root:Epoch[65] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.61] INFO:root:Epoch[65] Elapsed time 5.016 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.605223 INFO:root:Epoch[66] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.56] INFO:root:Epoch[66] Elapsed time 4.984 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.563822 INFO:root:Epoch[67] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.12] INFO:root:Epoch[67] Elapsed time 5.104 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.124112 INFO:root:Epoch[68] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.6] INFO:root:Epoch[68] Elapsed time 5.092 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.595477 INFO:root:Epoch[69] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.25] INFO:root:Epoch[69] Elapsed time 5.177 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=7.246777 INFO:root:Epoch[70] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.43] INFO:root:Epoch[70] Elapsed time 5.096 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.426365 INFO:root:Epoch[71] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=7.22] INFO:root:Epoch[71] Elapsed time 5.081 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.220737 INFO:root:Epoch[72] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=7.12] INFO:root:Epoch[72] Elapsed time 5.217 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.123944 INFO:root:Epoch[73] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.38] INFO:root:Epoch[73] Elapsed time 5.071 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.379783 INFO:root:Epoch[74] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=7.37] INFO:root:Epoch[74] Elapsed time 5.019 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.369905 INFO:root:Epoch[75] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=7.1] INFO:root:Epoch[75] Elapsed time 5.043 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.101087 INFO:root:Epoch[76] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.42] INFO:root:Epoch[76] Elapsed time 5.222 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.415701 INFO:root:Epoch[77] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.51] INFO:root:Epoch[77] Elapsed time 5.097 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.509730 INFO:root:Epoch[78] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=7.31] INFO:root:Epoch[78] Elapsed time 5.388 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.307747 INFO:root:Epoch[79] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.28] INFO:root:Epoch[79] Elapsed time 5.030 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.276161 INFO:root:Epoch[80] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.56] INFO:root:Epoch[80] Elapsed time 5.001 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.557015 INFO:root:Epoch[81] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.5] INFO:root:Epoch[81] Elapsed time 5.056 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.502040 INFO:root:Epoch[82] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.05] INFO:root:Epoch[82] Elapsed time 5.158 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.045399 INFO:root:Epoch[83] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=7.52] INFO:root:Epoch[83] Elapsed time 5.123 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.522485 INFO:root:Epoch[84] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=7.26] INFO:root:Epoch[84] Elapsed time 5.170 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=7.262425 INFO:root:Epoch[85] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.34] INFO:root:Epoch[85] Elapsed time 5.100 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.339742 INFO:root:Epoch[86] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.13] INFO:root:Epoch[86] Elapsed time 5.106 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.129786 INFO:root:Epoch[87] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=7.11] INFO:root:Epoch[87] Elapsed time 5.244 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.105744 INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.31] INFO:root:Epoch[88] Elapsed time 5.062 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.311811 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=7.32] INFO:root:Epoch[89] Elapsed time 5.059 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.317461 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=7.05] INFO:root:Epoch[90] Elapsed time 5.137 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.052125 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.24] INFO:root:Epoch[91] Elapsed time 5.215 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.239926 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.56] INFO:root:Epoch[92] Elapsed time 5.086 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.561095 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=7.22] INFO:root:Epoch[93] Elapsed time 5.379 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.223814 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.08] INFO:root:Epoch[94] Elapsed time 5.043 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.081272 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.53] INFO:root:Epoch[95] Elapsed time 5.010 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.533938 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.37] INFO:root:Epoch[96] Elapsed time 4.991 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.370447 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.46it/s, avg_epoch_loss=6.01] INFO:root:Epoch[97] Elapsed time 5.730 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.014524 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.73] INFO:root:Epoch[98] Elapsed time 5.110 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.734460 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.96] INFO:root:Epoch[99] Elapsed time 5.140 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.959573 INFO:root:Loading parameters from best epoch (17) INFO:root:Final loss: 5.8082671546936036 (occurred at epoch 17) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:43<00:00, 35.22it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.204344 0.142971 28.182088 0.129151 0.103648 seed epochs num_batches 0 42 100 100 Seed: 43
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=7.49] INFO:root:Epoch[0] Elapsed time 5.422 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.486183 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.63] INFO:root:Epoch[1] Elapsed time 5.237 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.628409 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=6.89] INFO:root:Epoch[2] Elapsed time 5.403 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.886287 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.78] INFO:root:Epoch[3] Elapsed time 5.186 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.778716 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=7.35] INFO:root:Epoch[4] Elapsed time 5.435 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.350446 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.38] INFO:root:Epoch[5] Elapsed time 5.058 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.377890 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.73] INFO:root:Epoch[6] Elapsed time 5.095 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.733212 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.37] INFO:root:Epoch[7] Elapsed time 5.088 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.371589 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.27] INFO:root:Epoch[8] Elapsed time 5.176 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.265570 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.72] INFO:root:Epoch[9] Elapsed time 5.284 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.718247 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.6] INFO:root:Epoch[10] Elapsed time 5.144 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.600633 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.62it/s, avg_epoch_loss=6.48] INFO:root:Epoch[11] Elapsed time 5.680 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.475404 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.18it/s, avg_epoch_loss=7.16] INFO:root:Epoch[12] Elapsed time 5.502 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.157151 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.74] INFO:root:Epoch[13] Elapsed time 5.212 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.738218 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.53] INFO:root:Epoch[14] Elapsed time 5.146 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.531464 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=7.2] INFO:root:Epoch[15] Elapsed time 5.065 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.202143 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=6.92] INFO:root:Epoch[16] Elapsed time 5.331 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.919611 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.92] INFO:root:Epoch[17] Elapsed time 5.142 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.915898 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.99] INFO:root:Epoch[18] Elapsed time 5.172 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.994655 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.18it/s, avg_epoch_loss=6.73] INFO:root:Epoch[19] Elapsed time 5.503 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.725267 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.17] INFO:root:Epoch[20] Elapsed time 5.089 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.174269 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.44] INFO:root:Epoch[21] Elapsed time 5.067 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.444652 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.27] INFO:root:Epoch[22] Elapsed time 5.103 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.265877 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.59] INFO:root:Epoch[23] Elapsed time 5.153 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.593814 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.31] INFO:root:Epoch[24] Elapsed time 5.316 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.314630 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.23] INFO:root:Epoch[25] Elapsed time 5.132 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.225680 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.67] INFO:root:Epoch[26] Elapsed time 5.199 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.674020 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.61it/s, avg_epoch_loss=7] INFO:root:Epoch[27] Elapsed time 5.378 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.001115 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.26] INFO:root:Epoch[28] Elapsed time 5.116 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.264062 INFO:root:Epoch[29] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.81] INFO:root:Epoch[29] Elapsed time 5.073 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.806899 INFO:root:Epoch[30] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.06] INFO:root:Epoch[30] Elapsed time 5.094 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.064352 INFO:root:Epoch[31] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.32] INFO:root:Epoch[31] Elapsed time 5.309 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.316738 INFO:root:Epoch[32] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.25] INFO:root:Epoch[32] Elapsed time 5.159 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.246601 INFO:root:Epoch[33] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.67it/s, avg_epoch_loss=7.07] INFO:root:Epoch[33] Elapsed time 5.358 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.065149 INFO:root:Epoch[34] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6] INFO:root:Epoch[34] Elapsed time 5.149 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.995336 INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.35] INFO:root:Epoch[35] Elapsed time 5.058 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.350445 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.21] INFO:root:Epoch[36] Elapsed time 5.051 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.214602 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.86] INFO:root:Epoch[37] Elapsed time 5.135 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.864754 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7.29] INFO:root:Epoch[38] Elapsed time 5.177 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.290278 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.76] INFO:root:Epoch[39] Elapsed time 5.238 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.760470 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.15] INFO:root:Epoch[40] Elapsed time 5.150 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.148478 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.86] INFO:root:Epoch[41] Elapsed time 5.200 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.856472 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.9] INFO:root:Epoch[42] Elapsed time 5.372 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.901350 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.88] INFO:root:Epoch[43] Elapsed time 5.120 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.881869 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=7.04] INFO:root:Epoch[44] Elapsed time 5.055 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.039008 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.83] INFO:root:Epoch[45] Elapsed time 5.215 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.825212 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.28it/s, avg_epoch_loss=5.83] INFO:root:Epoch[46] Elapsed time 5.791 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.831881 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.49] INFO:root:Epoch[47] Elapsed time 5.166 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.485888 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.59it/s, avg_epoch_loss=6.94] INFO:root:Epoch[48] Elapsed time 5.384 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.935315 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.58] INFO:root:Epoch[49] Elapsed time 5.053 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.577070 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.43] INFO:root:Epoch[50] Elapsed time 5.128 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.433392 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.05] INFO:root:Epoch[51] Elapsed time 5.071 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.053796 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.81] INFO:root:Epoch[52] Elapsed time 5.136 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.805033 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.45] INFO:root:Epoch[53] Elapsed time 5.243 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.453597 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.3] INFO:root:Epoch[54] Elapsed time 5.162 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.302703 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.06] INFO:root:Epoch[55] Elapsed time 5.180 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.063661 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.83] INFO:root:Epoch[56] Elapsed time 5.196 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.828580 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.64] INFO:root:Epoch[57] Elapsed time 5.239 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.636000 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.93] INFO:root:Epoch[58] Elapsed time 5.063 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.925900 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.91] INFO:root:Epoch[59] Elapsed time 5.060 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.911613 INFO:root:Loading parameters from best epoch (49) INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=6.95] INFO:root:Epoch[60] Elapsed time 5.273 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.950955 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.5] INFO:root:Epoch[61] Elapsed time 5.099 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.500806 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.61] INFO:root:Epoch[62] Elapsed time 5.179 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.610410 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.61it/s, avg_epoch_loss=6.89] INFO:root:Epoch[63] Elapsed time 5.378 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.889220 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.61] INFO:root:Epoch[64] Elapsed time 5.064 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.607558 INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.37] INFO:root:Epoch[65] Elapsed time 5.115 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.366413 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.97] INFO:root:Epoch[66] Elapsed time 5.075 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.968252 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.81] INFO:root:Epoch[67] Elapsed time 5.103 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.813942 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.63] INFO:root:Epoch[68] Elapsed time 5.252 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.626311 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.23] INFO:root:Epoch[69] Elapsed time 5.161 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.229227 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.12] INFO:root:Epoch[70] Elapsed time 5.158 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.117231 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.86] INFO:root:Epoch[71] Elapsed time 5.190 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.859622 INFO:root:Loading parameters from best epoch (61) INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.79] INFO:root:Epoch[72] Elapsed time 5.256 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.790780 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.02] INFO:root:Epoch[73] Elapsed time 5.070 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.022945 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=7.01] INFO:root:Epoch[74] Elapsed time 5.071 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.007025 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=6.72] INFO:root:Epoch[75] Elapsed time 5.298 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.715596 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.38] INFO:root:Epoch[76] Elapsed time 5.101 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.382067 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.68] INFO:root:Epoch[77] Elapsed time 5.152 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.676307 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.59it/s, avg_epoch_loss=6.84] INFO:root:Epoch[78] Elapsed time 5.383 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.842078 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.68] INFO:root:Epoch[79] Elapsed time 5.067 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.682842 INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.4] INFO:root:Epoch[80] Elapsed time 5.065 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.400047 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 17.46it/s, avg_epoch_loss=5.99] INFO:root:Epoch[81] Elapsed time 5.729 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.991262 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.9] INFO:root:Epoch[82] Elapsed time 5.105 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.904985 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=7.76] INFO:root:Epoch[83] Elapsed time 5.230 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.759423 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.18] INFO:root:Epoch[84] Elapsed time 5.124 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.175308 INFO:root:Epoch[85] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.16] INFO:root:Epoch[85] Elapsed time 5.187 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.157563 INFO:root:Epoch[86] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.87] INFO:root:Epoch[86] Elapsed time 5.208 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.870378 INFO:root:Loading parameters from best epoch (76) INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.75] INFO:root:Epoch[87] Elapsed time 5.240 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.745471 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.97] INFO:root:Epoch[88] Elapsed time 5.213 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.967289 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=7.03] INFO:root:Epoch[89] Elapsed time 5.020 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.026993 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.73] INFO:root:Epoch[90] Elapsed time 5.325 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.726606 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.44] INFO:root:Epoch[91] Elapsed time 5.127 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.443520 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.67] INFO:root:Epoch[92] Elapsed time 5.158 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.671529 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=6.89] INFO:root:Epoch[93] Elapsed time 5.381 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.894044 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.69] INFO:root:Epoch[94] Elapsed time 5.050 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.692006 INFO:root:Epoch[95] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.41] INFO:root:Epoch[95] Elapsed time 5.058 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.407767 INFO:root:Epoch[96] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.97] INFO:root:Epoch[96] Elapsed time 5.049 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.967221 INFO:root:Loading parameters from best epoch (76) INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.88] INFO:root:Epoch[97] Elapsed time 5.113 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.884427 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.97] INFO:root:Epoch[98] Elapsed time 5.253 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.970192 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.08] INFO:root:Epoch[99] Elapsed time 5.128 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.081875 INFO:root:Loading parameters from best epoch (76) INFO:root:Final loss: 5.382067165374756 (occurred at epoch 76) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:49<00:00, 35.06it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 1.35579 0.146165 21.780631 0.1312 0.09568 43 epochs num_batches 0 100 100 Seed: 44
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.32it/s, avg_epoch_loss=7.4] INFO:root:Epoch[0] Elapsed time 5.462 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.395054 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=7.63] INFO:root:Epoch[1] Elapsed time 5.242 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.627983 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.22it/s, avg_epoch_loss=7.19] INFO:root:Epoch[2] Elapsed time 5.491 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.191868 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.9] INFO:root:Epoch[3] Elapsed time 5.192 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.896781 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.38it/s, avg_epoch_loss=7.36] INFO:root:Epoch[4] Elapsed time 5.444 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.363979 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.48] INFO:root:Epoch[5] Elapsed time 5.042 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.478218 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.82] INFO:root:Epoch[6] Elapsed time 5.130 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.821577 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.48] INFO:root:Epoch[7] Elapsed time 5.076 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.481423 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.47] INFO:root:Epoch[8] Elapsed time 5.247 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.474567 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.69] INFO:root:Epoch[9] Elapsed time 5.268 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.686640 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.58] INFO:root:Epoch[10] Elapsed time 5.236 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.581468 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.62] INFO:root:Epoch[11] Elapsed time 5.233 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.616612 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=7.06] INFO:root:Epoch[12] Elapsed time 5.301 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.059598 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.66] INFO:root:Epoch[13] Elapsed time 5.274 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.657006 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.48] INFO:root:Epoch[14] Elapsed time 5.086 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.480380 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.25] INFO:root:Epoch[15] Elapsed time 5.073 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.249626 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=6.67] INFO:root:Epoch[16] Elapsed time 5.355 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.671521 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.29] INFO:root:Epoch[17] Elapsed time 5.120 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.285526 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.92] INFO:root:Epoch[18] Elapsed time 5.277 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.915921 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.62] INFO:root:Epoch[19] Elapsed time 5.350 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.618585 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.19] INFO:root:Epoch[20] Elapsed time 5.220 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.194461 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.4] INFO:root:Epoch[21] Elapsed time 5.167 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.403282 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.08] INFO:root:Epoch[22] Elapsed time 5.133 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.084202 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.7] INFO:root:Epoch[23] Elapsed time 5.140 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.701083 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=7.25] INFO:root:Epoch[24] Elapsed time 5.390 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.245367 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.11] INFO:root:Epoch[25] Elapsed time 5.141 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.111788 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.77] INFO:root:Epoch[26] Elapsed time 5.280 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.769578 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=6.96] INFO:root:Epoch[27] Elapsed time 5.356 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.959937 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.12] INFO:root:Epoch[28] Elapsed time 5.237 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.122504 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.60it/s, avg_epoch_loss=6.7] INFO:root:Epoch[29] Elapsed time 5.685 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.702176 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.02] INFO:root:Epoch[30] Elapsed time 5.102 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.020493 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.4] INFO:root:Epoch[31] Elapsed time 5.336 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.404513 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.16] INFO:root:Epoch[32] Elapsed time 5.141 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.156232 INFO:root:Loading parameters from best epoch (22) INFO:root:Epoch[33] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=7.09] INFO:root:Epoch[33] Elapsed time 5.323 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.088486 INFO:root:Epoch[34] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.14] INFO:root:Epoch[34] Elapsed time 5.220 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.138239 INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.22] INFO:root:Epoch[35] Elapsed time 5.150 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.217446 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.3] INFO:root:Epoch[36] Elapsed time 5.033 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.296382 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.81] INFO:root:Epoch[37] Elapsed time 5.219 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.814704 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.87] INFO:root:Epoch[38] Elapsed time 5.114 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.873920 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=7.09] INFO:root:Epoch[39] Elapsed time 5.260 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.090139 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.1] INFO:root:Epoch[40] Elapsed time 5.336 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.098332 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.84] INFO:root:Epoch[41] Elapsed time 5.308 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.840997 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.9] INFO:root:Epoch[42] Elapsed time 5.310 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.902789 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6] INFO:root:Epoch[43] Elapsed time 5.073 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.996356 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=7.05] INFO:root:Epoch[44] Elapsed time 5.158 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.048154 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.93] INFO:root:Epoch[45] Elapsed time 5.106 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.933828 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.06] INFO:root:Epoch[46] Elapsed time 5.296 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.064259 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.23] INFO:root:Epoch[47] Elapsed time 5.202 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.228738 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.33it/s, avg_epoch_loss=7.15] INFO:root:Epoch[48] Elapsed time 5.458 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.145646 INFO:root:Epoch[49] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.81] INFO:root:Epoch[49] Elapsed time 5.127 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.813437 INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.26] INFO:root:Epoch[50] Elapsed time 5.072 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.259434 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.12] INFO:root:Epoch[51] Elapsed time 5.074 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.119110 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.69] INFO:root:Epoch[52] Elapsed time 5.120 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.688287 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=7.29] INFO:root:Epoch[53] Elapsed time 5.168 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.294467 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.79] INFO:root:Epoch[54] Elapsed time 5.227 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.788808 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.11] INFO:root:Epoch[55] Elapsed time 5.150 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.107789 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.86] INFO:root:Epoch[56] Elapsed time 5.246 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.864036 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.91] INFO:root:Epoch[57] Elapsed time 5.330 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.907799 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.88] INFO:root:Epoch[58] Elapsed time 5.038 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.883183 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=7.06] INFO:root:Epoch[59] Elapsed time 5.070 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.060267 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.91] INFO:root:Epoch[60] Elapsed time 5.149 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.910928 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.01] INFO:root:Epoch[61] Elapsed time 5.237 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.012575 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.25] INFO:root:Epoch[62] Elapsed time 5.141 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.251620 INFO:root:Loading parameters from best epoch (52) INFO:root:Epoch[63] Learning rate is 0.000125 100%|██████████| 100/100 [00:06<00:00, 16.41it/s, avg_epoch_loss=7.09] INFO:root:Epoch[63] Elapsed time 6.096 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.094474 INFO:root:Epoch[64] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.66] INFO:root:Epoch[64] Elapsed time 5.107 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.657142 INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.27] INFO:root:Epoch[65] Elapsed time 5.078 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.274531 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.93] INFO:root:Epoch[66] Elapsed time 5.066 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.927498 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.71] INFO:root:Epoch[67] Elapsed time 5.144 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.705129 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=7.51] INFO:root:Epoch[68] Elapsed time 5.165 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.507196 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.71] INFO:root:Epoch[69] Elapsed time 5.207 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.714647 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.22] INFO:root:Epoch[70] Elapsed time 5.186 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.223804 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.89] INFO:root:Epoch[71] Elapsed time 5.256 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.894561 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.82] INFO:root:Epoch[72] Elapsed time 5.310 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.818447 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.9] INFO:root:Epoch[73] Elapsed time 5.092 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.896064 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.23] INFO:root:Epoch[74] Elapsed time 5.106 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.227352 INFO:root:Loading parameters from best epoch (64) INFO:root:Epoch[75] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=7.01] INFO:root:Epoch[75] Elapsed time 5.236 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.008528 INFO:root:Epoch[76] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.93] INFO:root:Epoch[76] Elapsed time 5.182 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.928480 INFO:root:Epoch[77] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.4] INFO:root:Epoch[77] Elapsed time 5.163 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.400287 INFO:root:Epoch[78] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=6.92] INFO:root:Epoch[78] Elapsed time 5.418 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.924526 INFO:root:Epoch[79] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.54] INFO:root:Epoch[79] Elapsed time 5.086 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.542786 INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.41] INFO:root:Epoch[80] Elapsed time 5.071 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.412553 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.92] INFO:root:Epoch[81] Elapsed time 5.078 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.916517 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.72] INFO:root:Epoch[82] Elapsed time 5.129 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.715087 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.67] INFO:root:Epoch[83] Elapsed time 5.174 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.673833 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.62] INFO:root:Epoch[84] Elapsed time 5.195 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.623546 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.25] INFO:root:Epoch[85] Elapsed time 5.156 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.246886 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.84] INFO:root:Epoch[86] Elapsed time 5.181 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.839861 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.85] INFO:root:Epoch[87] Elapsed time 5.326 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.847508 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.92] INFO:root:Epoch[88] Elapsed time 5.086 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.924882 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.23] INFO:root:Epoch[89] Elapsed time 5.101 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.225730 INFO:root:Loading parameters from best epoch (79) INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.94] INFO:root:Epoch[90] Elapsed time 5.253 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.939602 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.88] INFO:root:Epoch[91] Elapsed time 5.238 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.877090 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.35] INFO:root:Epoch[92] Elapsed time 5.168 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.349670 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=7] INFO:root:Epoch[93] Elapsed time 5.395 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.997403 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.47] INFO:root:Epoch[94] Elapsed time 5.192 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.466085 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.34] INFO:root:Epoch[95] Elapsed time 5.091 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.338636 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.96] INFO:root:Epoch[96] Elapsed time 5.088 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.959326 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.78] INFO:root:Epoch[97] Elapsed time 5.112 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.782107 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 16.72it/s, avg_epoch_loss=7.93] INFO:root:Epoch[98] Elapsed time 5.986 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.925543 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.38] INFO:root:Epoch[99] Elapsed time 5.158 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.382723 INFO:root:Loading parameters from best epoch (94) INFO:root:Final loss: 5.466084504127503 (occurred at epoch 94) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:47<00:00, 35.10it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 1.497993 0.149235 22.5698 0.136994 0.098981 44 epochs num_batches 0 100 100 Seed: 45
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=7.68] INFO:root:Epoch[0] Elapsed time 5.423 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.680838 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=7.66] INFO:root:Epoch[1] Elapsed time 5.379 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.662108 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=7.03] INFO:root:Epoch[2] Elapsed time 5.420 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.034881 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.84] INFO:root:Epoch[3] Elapsed time 5.189 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.839742 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.25it/s, avg_epoch_loss=7.46] INFO:root:Epoch[4] Elapsed time 5.482 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.463738 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.8] INFO:root:Epoch[5] Elapsed time 5.102 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.799667 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.88] INFO:root:Epoch[6] Elapsed time 5.093 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.877238 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.61] INFO:root:Epoch[7] Elapsed time 5.078 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.606140 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.44] INFO:root:Epoch[8] Elapsed time 5.136 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.437067 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=7.77] INFO:root:Epoch[9] Elapsed time 5.232 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.766144 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.74] INFO:root:Epoch[10] Elapsed time 5.140 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.744996 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 16.95it/s, avg_epoch_loss=6.59] INFO:root:Epoch[11] Elapsed time 5.901 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.587553 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.15] INFO:root:Epoch[12] Elapsed time 5.224 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.154492 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.91] INFO:root:Epoch[13] Elapsed time 5.253 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.910587 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.58] INFO:root:Epoch[14] Elapsed time 5.070 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.581838 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.1] INFO:root:Epoch[15] Elapsed time 5.121 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.099734 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.97] INFO:root:Epoch[16] Elapsed time 5.303 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.974673 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.02] INFO:root:Epoch[17] Elapsed time 5.137 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.019064 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=7.01] INFO:root:Epoch[18] Elapsed time 5.163 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.014254 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.09it/s, avg_epoch_loss=6.8] INFO:root:Epoch[19] Elapsed time 5.532 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.800376 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.31] INFO:root:Epoch[20] Elapsed time 5.093 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.311613 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.48] INFO:root:Epoch[21] Elapsed time 5.061 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.480212 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.4] INFO:root:Epoch[22] Elapsed time 5.127 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.404334 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.6] INFO:root:Epoch[23] Elapsed time 5.249 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.595494 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.35] INFO:root:Epoch[24] Elapsed time 5.284 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.351882 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.25] INFO:root:Epoch[25] Elapsed time 5.187 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.249819 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.64] INFO:root:Epoch[26] Elapsed time 5.197 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.644680 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=7.1] INFO:root:Epoch[27] Elapsed time 5.351 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.095162 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.36] INFO:root:Epoch[28] Elapsed time 5.148 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.363142 INFO:root:Epoch[29] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.71] INFO:root:Epoch[29] Elapsed time 5.069 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.705460 INFO:root:Epoch[30] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.17] INFO:root:Epoch[30] Elapsed time 5.139 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.170399 INFO:root:Epoch[31] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.65it/s, avg_epoch_loss=6.46] INFO:root:Epoch[31] Elapsed time 5.366 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.462064 INFO:root:Epoch[32] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6] INFO:root:Epoch[32] Elapsed time 5.141 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.999145 INFO:root:Epoch[33] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.97] INFO:root:Epoch[33] Elapsed time 5.182 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.974921 INFO:root:Epoch[34] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.56] INFO:root:Epoch[34] Elapsed time 5.339 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.563771 INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.22] INFO:root:Epoch[35] Elapsed time 5.120 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.223466 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.49] INFO:root:Epoch[36] Elapsed time 5.110 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.492048 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.04] INFO:root:Epoch[37] Elapsed time 5.128 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.036245 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.72] INFO:root:Epoch[38] Elapsed time 5.125 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.724943 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.26] INFO:root:Epoch[39] Elapsed time 5.287 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.255112 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.07] INFO:root:Epoch[40] Elapsed time 5.120 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.068916 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.81] INFO:root:Epoch[41] Elapsed time 5.242 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.812945 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.18it/s, avg_epoch_loss=6.98] INFO:root:Epoch[42] Elapsed time 5.504 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.976686 INFO:root:Loading parameters from best epoch (32) INFO:root:Epoch[43] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.04] INFO:root:Epoch[43] Elapsed time 5.223 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.035803 INFO:root:Epoch[44] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.8] INFO:root:Epoch[44] Elapsed time 5.072 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.799049 INFO:root:Epoch[45] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.92] INFO:root:Epoch[45] Elapsed time 5.180 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.924005 INFO:root:Epoch[46] Learning rate is 0.00025 100%|██████████| 100/100 [00:06<00:00, 16.48it/s, avg_epoch_loss=6.2] INFO:root:Epoch[46] Elapsed time 6.069 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.199263 INFO:root:Epoch[47] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.2] INFO:root:Epoch[47] Elapsed time 5.194 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.198366 INFO:root:Epoch[48] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=7.11] INFO:root:Epoch[48] Elapsed time 5.401 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.113081 INFO:root:Epoch[49] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.18] INFO:root:Epoch[49] Elapsed time 5.334 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.183076 INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.28] INFO:root:Epoch[50] Elapsed time 5.132 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.275112 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.46] INFO:root:Epoch[51] Elapsed time 5.050 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.459487 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.86] INFO:root:Epoch[52] Elapsed time 5.115 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.862169 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.1] INFO:root:Epoch[53] Elapsed time 5.134 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.099835 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=7.08] INFO:root:Epoch[54] Elapsed time 5.276 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.078152 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.11] INFO:root:Epoch[55] Elapsed time 5.268 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.114829 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.92] INFO:root:Epoch[56] Elapsed time 5.177 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.920556 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=6.93] INFO:root:Epoch[57] Elapsed time 5.351 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.928032 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.94] INFO:root:Epoch[58] Elapsed time 5.068 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.942122 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.92] INFO:root:Epoch[59] Elapsed time 5.116 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.916765 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.8] INFO:root:Epoch[60] Elapsed time 5.128 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.799239 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=5.95] INFO:root:Epoch[61] Elapsed time 5.286 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.945001 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.25] INFO:root:Epoch[62] Elapsed time 5.172 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.249350 INFO:root:Loading parameters from best epoch (52) INFO:root:Epoch[63] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=7.24] INFO:root:Epoch[63] Elapsed time 5.408 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.236509 INFO:root:Epoch[64] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.98] INFO:root:Epoch[64] Elapsed time 5.118 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.976796 INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.35] INFO:root:Epoch[65] Elapsed time 5.070 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.353275 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.19] INFO:root:Epoch[66] Elapsed time 5.063 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.190896 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.8] INFO:root:Epoch[67] Elapsed time 5.136 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.802156 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7.33] INFO:root:Epoch[68] Elapsed time 5.179 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.328858 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.95] INFO:root:Epoch[69] Elapsed time 5.250 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.949634 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.23] INFO:root:Epoch[70] Elapsed time 5.173 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.232995 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.94] INFO:root:Epoch[71] Elapsed time 5.188 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.943362 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.97] INFO:root:Epoch[72] Elapsed time 5.326 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.969283 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.97] INFO:root:Epoch[73] Elapsed time 5.103 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.967503 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.95] INFO:root:Epoch[74] Elapsed time 5.118 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.954673 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.76] INFO:root:Epoch[75] Elapsed time 5.171 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.761846 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=5.95] INFO:root:Epoch[76] Elapsed time 5.290 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.947668 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.3] INFO:root:Epoch[77] Elapsed time 5.190 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.295639 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=7.25] INFO:root:Epoch[78] Elapsed time 5.441 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.250804 INFO:root:Epoch[79] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.76] INFO:root:Epoch[79] Elapsed time 5.075 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.761915 INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 17.25it/s, avg_epoch_loss=6.34] INFO:root:Epoch[80] Elapsed time 5.800 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.339146 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.07] INFO:root:Epoch[81] Elapsed time 5.050 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.067348 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.81] INFO:root:Epoch[82] Elapsed time 5.128 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.814021 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.7] INFO:root:Epoch[83] Elapsed time 5.198 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.702426 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.8] INFO:root:Epoch[84] Elapsed time 5.252 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.800981 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.27] INFO:root:Epoch[85] Elapsed time 5.200 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.273778 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.96] INFO:root:Epoch[86] Elapsed time 5.183 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.958917 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=6.83] INFO:root:Epoch[87] Elapsed time 5.332 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.834013 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.91] INFO:root:Epoch[88] Elapsed time 5.161 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.913188 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=7.07] INFO:root:Epoch[89] Elapsed time 5.098 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.066128 INFO:root:Loading parameters from best epoch (79) INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.87] INFO:root:Epoch[90] Elapsed time 5.228 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.874131 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.8] INFO:root:Epoch[91] Elapsed time 5.314 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.799027 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.5] INFO:root:Epoch[92] Elapsed time 5.179 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.503160 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=6.99] INFO:root:Epoch[93] Elapsed time 5.427 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.992231 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.64] INFO:root:Epoch[94] Elapsed time 5.090 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.641222 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.41] INFO:root:Epoch[95] Elapsed time 5.080 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.410956 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.07] INFO:root:Epoch[96] Elapsed time 5.106 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.068437 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.85] INFO:root:Epoch[97] Elapsed time 5.157 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.853424 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.93] INFO:root:Epoch[98] Elapsed time 5.267 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.934292 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.43] INFO:root:Epoch[99] Elapsed time 5.124 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.427554 INFO:root:Loading parameters from best epoch (94) INFO:root:Final loss: 5.641222472190857 (occurred at epoch 94) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [23:00<00:00, 34.78it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.919739 0.166506 33.174753 0.157721 0.090633 seed epochs num_batches 0 45 100 100 Seed: 46
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.19it/s, avg_epoch_loss=7.47] INFO:root:Epoch[0] Elapsed time 5.503 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.469399 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.58] INFO:root:Epoch[1] Elapsed time 5.286 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.584981 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.20it/s, avg_epoch_loss=6.98] INFO:root:Epoch[2] Elapsed time 5.499 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.975284 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.85] INFO:root:Epoch[3] Elapsed time 5.195 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.851929 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.07it/s, avg_epoch_loss=7.4] INFO:root:Epoch[4] Elapsed time 5.536 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.399633 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.22] INFO:root:Epoch[5] Elapsed time 5.114 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.219130 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.81] INFO:root:Epoch[6] Elapsed time 5.080 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.811013 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.44] INFO:root:Epoch[7] Elapsed time 5.133 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.444119 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.42] INFO:root:Epoch[8] Elapsed time 5.157 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.418253 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.67] INFO:root:Epoch[9] Elapsed time 5.289 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.673198 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.49] INFO:root:Epoch[10] Elapsed time 5.199 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.490993 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.73] INFO:root:Epoch[11] Elapsed time 5.192 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.725921 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=7.12] INFO:root:Epoch[12] Elapsed time 5.307 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.116279 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.74] INFO:root:Epoch[13] Elapsed time 5.201 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.743476 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.48] INFO:root:Epoch[14] Elapsed time 5.091 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.484901 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.23] INFO:root:Epoch[15] Elapsed time 5.108 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.233748 INFO:root:Loading parameters from best epoch (5) INFO:root:Epoch[16] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=7.17] INFO:root:Epoch[16] Elapsed time 5.350 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.174106 INFO:root:Epoch[17] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.95] INFO:root:Epoch[17] Elapsed time 5.132 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.947745 INFO:root:Epoch[18] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7.21] INFO:root:Epoch[18] Elapsed time 5.178 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.214285 INFO:root:Epoch[19] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=6.83] INFO:root:Epoch[19] Elapsed time 5.388 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.830807 INFO:root:Epoch[20] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.21] INFO:root:Epoch[20] Elapsed time 5.074 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.210419 INFO:root:Epoch[21] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.59] INFO:root:Epoch[21] Elapsed time 5.118 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.594970 INFO:root:Epoch[22] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.25] INFO:root:Epoch[22] Elapsed time 5.122 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.254660 INFO:root:Epoch[23] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.75] INFO:root:Epoch[23] Elapsed time 5.147 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.748178 INFO:root:Epoch[24] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=7.54] INFO:root:Epoch[24] Elapsed time 5.341 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.538125 INFO:root:Epoch[25] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.3] INFO:root:Epoch[25] Elapsed time 5.143 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.296602 INFO:root:Epoch[26] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.05it/s, avg_epoch_loss=6.86] INFO:root:Epoch[26] Elapsed time 5.868 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.864569 INFO:root:Epoch[27] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.32it/s, avg_epoch_loss=7.24] INFO:root:Epoch[27] Elapsed time 5.462 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.241261 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.52] INFO:root:Epoch[28] Elapsed time 5.092 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.520794 INFO:root:Epoch[29] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=7] INFO:root:Epoch[29] Elapsed time 5.091 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.002060 INFO:root:Epoch[30] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=7.27] INFO:root:Epoch[30] Elapsed time 5.125 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.266877 INFO:root:Epoch[31] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.65] INFO:root:Epoch[31] Elapsed time 5.392 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.647057 INFO:root:Epoch[32] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.27] INFO:root:Epoch[32] Elapsed time 5.237 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.266088 INFO:root:Epoch[33] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.09] INFO:root:Epoch[33] Elapsed time 5.291 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.092427 INFO:root:Epoch[34] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.53] INFO:root:Epoch[34] Elapsed time 5.266 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.528965 INFO:root:Epoch[35] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.42] INFO:root:Epoch[35] Elapsed time 5.123 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.416321 INFO:root:Epoch[36] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.57] INFO:root:Epoch[36] Elapsed time 5.050 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.573998 INFO:root:Epoch[37] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.02] INFO:root:Epoch[37] Elapsed time 5.143 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.017158 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[38] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.46] INFO:root:Epoch[38] Elapsed time 5.139 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.458232 INFO:root:Epoch[39] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.45] INFO:root:Epoch[39] Elapsed time 5.283 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.449270 INFO:root:Epoch[40] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.48] INFO:root:Epoch[40] Elapsed time 5.137 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.479371 INFO:root:Epoch[41] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=7.15] INFO:root:Epoch[41] Elapsed time 5.279 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.145061 INFO:root:Epoch[42] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.17it/s, avg_epoch_loss=7.17] INFO:root:Epoch[42] Elapsed time 5.509 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.170545 INFO:root:Epoch[43] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.46] INFO:root:Epoch[43] Elapsed time 5.105 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.461238 INFO:root:Epoch[44] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7.34] INFO:root:Epoch[44] Elapsed time 5.179 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.342702 INFO:root:Epoch[45] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=7.12] INFO:root:Epoch[45] Elapsed time 5.164 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.120464 INFO:root:Epoch[46] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.31] INFO:root:Epoch[46] Elapsed time 5.351 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.306633 INFO:root:Epoch[47] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.59] INFO:root:Epoch[47] Elapsed time 5.311 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.588965 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[48] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=7.58] INFO:root:Epoch[48] Elapsed time 5.390 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.577718 INFO:root:Epoch[49] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.29] INFO:root:Epoch[49] Elapsed time 5.118 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.289640 INFO:root:Epoch[50] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.64] INFO:root:Epoch[50] Elapsed time 5.078 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.635140 INFO:root:Epoch[51] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.49] INFO:root:Epoch[51] Elapsed time 5.081 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.493216 INFO:root:Epoch[52] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.17] INFO:root:Epoch[52] Elapsed time 5.147 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.169237 INFO:root:Epoch[53] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.81] INFO:root:Epoch[53] Elapsed time 5.222 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.813900 INFO:root:Epoch[54] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.04] INFO:root:Epoch[54] Elapsed time 5.252 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.040091 INFO:root:Epoch[55] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.57] INFO:root:Epoch[55] Elapsed time 5.179 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.574381 INFO:root:Epoch[56] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=7.14] INFO:root:Epoch[56] Elapsed time 5.197 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.144769 INFO:root:Epoch[57] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.23] INFO:root:Epoch[57] Elapsed time 5.293 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.232248 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[58] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.47] INFO:root:Epoch[58] Elapsed time 5.105 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.466360 INFO:root:Epoch[59] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=7.53] INFO:root:Epoch[59] Elapsed time 5.078 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.525390 INFO:root:Epoch[60] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 16.72it/s, avg_epoch_loss=7.23] INFO:root:Epoch[60] Elapsed time 5.982 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.230976 INFO:root:Epoch[61] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.16] INFO:root:Epoch[61] Elapsed time 5.149 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.160568 INFO:root:Epoch[62] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.92] INFO:root:Epoch[62] Elapsed time 5.154 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.917535 INFO:root:Epoch[63] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=7.38] INFO:root:Epoch[63] Elapsed time 5.425 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.382829 INFO:root:Epoch[64] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.16] INFO:root:Epoch[64] Elapsed time 5.078 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.156557 INFO:root:Epoch[65] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.73] INFO:root:Epoch[65] Elapsed time 5.077 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.725564 INFO:root:Epoch[66] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.41] INFO:root:Epoch[66] Elapsed time 5.092 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.407329 INFO:root:Epoch[67] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.17] INFO:root:Epoch[67] Elapsed time 5.152 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.165022 INFO:root:Epoch[68] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=8.08] INFO:root:Epoch[68] Elapsed time 5.244 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=8.079825 INFO:root:Epoch[69] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.73] INFO:root:Epoch[69] Elapsed time 5.210 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.731187 INFO:root:Epoch[70] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.52] INFO:root:Epoch[70] Elapsed time 5.177 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.518803 INFO:root:Epoch[71] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=7.22] INFO:root:Epoch[71] Elapsed time 5.202 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.215276 INFO:root:Epoch[72] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.13] INFO:root:Epoch[72] Elapsed time 5.281 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.133761 INFO:root:Epoch[73] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.53] INFO:root:Epoch[73] Elapsed time 5.069 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.525579 INFO:root:Epoch[74] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.32] INFO:root:Epoch[74] Elapsed time 5.073 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.323958 INFO:root:Epoch[75] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=7.11] INFO:root:Epoch[75] Elapsed time 5.351 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.113913 INFO:root:Epoch[76] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.01] INFO:root:Epoch[76] Elapsed time 5.117 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.010707 INFO:root:Epoch[77] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.95] INFO:root:Epoch[77] Elapsed time 5.213 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.946604 INFO:root:Epoch[78] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=7.21] INFO:root:Epoch[78] Elapsed time 5.398 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.205050 INFO:root:Epoch[79] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.1] INFO:root:Epoch[79] Elapsed time 5.097 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.103083 INFO:root:Epoch[80] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.69] INFO:root:Epoch[80] Elapsed time 5.051 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.692315 INFO:root:Epoch[81] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.34] INFO:root:Epoch[81] Elapsed time 5.080 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.343996 INFO:root:Epoch[82] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.18] INFO:root:Epoch[82] Elapsed time 5.127 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.182174 INFO:root:Epoch[83] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=8.03] INFO:root:Epoch[83] Elapsed time 5.265 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=8.029802 INFO:root:Epoch[84] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.63] INFO:root:Epoch[84] Elapsed time 5.133 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.625959 INFO:root:Epoch[85] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.49] INFO:root:Epoch[85] Elapsed time 5.186 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.486888 INFO:root:Epoch[86] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=7.15] INFO:root:Epoch[86] Elapsed time 5.218 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.145550 INFO:root:Epoch[87] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=7] INFO:root:Epoch[87] Elapsed time 5.327 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.995882 INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.52] INFO:root:Epoch[88] Elapsed time 5.120 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.515290 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=7.27] INFO:root:Epoch[89] Elapsed time 5.053 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.273697 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=7.05] INFO:root:Epoch[90] Elapsed time 5.320 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.048813 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.77] INFO:root:Epoch[91] Elapsed time 5.160 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.772489 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=7.02] INFO:root:Epoch[92] Elapsed time 5.210 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=7.017320 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=7.03] INFO:root:Epoch[93] Elapsed time 5.399 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.028547 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.99] INFO:root:Epoch[94] Elapsed time 5.088 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.992455 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.04it/s, avg_epoch_loss=6.67] INFO:root:Epoch[95] Elapsed time 5.871 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.673336 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.26] INFO:root:Epoch[96] Elapsed time 5.169 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.255572 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.21] INFO:root:Epoch[97] Elapsed time 5.101 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.210194 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=7.88] INFO:root:Epoch[98] Elapsed time 5.423 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.879064 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.49] INFO:root:Epoch[99] Elapsed time 5.158 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.490222 INFO:root:Loading parameters from best epoch (91) INFO:root:Final loss: 5.772489452362061 (occurred at epoch 91) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:51<00:00, 34.99it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 3.27564 0.213442 84.388429 0.221887 0.104425 46 epochs num_batches 0 100 100 Seed: 47
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=7.56] INFO:root:Epoch[0] Elapsed time 5.452 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.564522 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=7.65] INFO:root:Epoch[1] Elapsed time 5.233 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.645056 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=7.04] INFO:root:Epoch[2] Elapsed time 5.410 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.044197 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.9] INFO:root:Epoch[3] Elapsed time 5.223 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.895265 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.38it/s, avg_epoch_loss=7.44] INFO:root:Epoch[4] Elapsed time 5.446 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.438378 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.59] INFO:root:Epoch[5] Elapsed time 5.016 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.589772 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.86] INFO:root:Epoch[6] Elapsed time 5.065 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.863193 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.57] INFO:root:Epoch[7] Elapsed time 5.276 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.567570 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.89it/s, avg_epoch_loss=6.35] INFO:root:Epoch[8] Elapsed time 5.592 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.350867 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=7.79] INFO:root:Epoch[9] Elapsed time 5.256 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.791692 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.79] INFO:root:Epoch[10] Elapsed time 5.169 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.794490 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.71] INFO:root:Epoch[11] Elapsed time 5.185 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.708627 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.18] INFO:root:Epoch[12] Elapsed time 5.293 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.177149 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.88] INFO:root:Epoch[13] Elapsed time 5.221 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.879504 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.65] INFO:root:Epoch[14] Elapsed time 5.094 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.651145 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.21] INFO:root:Epoch[15] Elapsed time 5.106 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.205096 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.85] INFO:root:Epoch[16] Elapsed time 5.310 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.845015 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.03] INFO:root:Epoch[17] Elapsed time 5.143 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.026589 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.01] INFO:root:Epoch[18] Elapsed time 5.176 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.013278 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.62] INFO:root:Epoch[19] Elapsed time 5.373 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.619446 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.23] INFO:root:Epoch[20] Elapsed time 5.080 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.231650 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.43] INFO:root:Epoch[21] Elapsed time 5.054 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.426817 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.09] INFO:root:Epoch[22] Elapsed time 5.128 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.091455 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.64] INFO:root:Epoch[23] Elapsed time 5.097 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.638793 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7.25] INFO:root:Epoch[24] Elapsed time 5.310 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.249866 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.2] INFO:root:Epoch[25] Elapsed time 5.104 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.195881 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.77] INFO:root:Epoch[26] Elapsed time 5.233 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.773127 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.63it/s, avg_epoch_loss=7.01] INFO:root:Epoch[27] Elapsed time 5.369 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.007697 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.21] INFO:root:Epoch[28] Elapsed time 5.136 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.207742 INFO:root:Epoch[29] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.94] INFO:root:Epoch[29] Elapsed time 5.076 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.940006 INFO:root:Epoch[30] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.03] INFO:root:Epoch[30] Elapsed time 5.120 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.028891 INFO:root:Epoch[31] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.43] INFO:root:Epoch[31] Elapsed time 5.327 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.432140 INFO:root:Epoch[32] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.27] INFO:root:Epoch[32] Elapsed time 5.157 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.273926 INFO:root:Epoch[33] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=7.08] INFO:root:Epoch[33] Elapsed time 5.339 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.084946 INFO:root:Epoch[34] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.13] INFO:root:Epoch[34] Elapsed time 5.192 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.127737 INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.33] INFO:root:Epoch[35] Elapsed time 5.078 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.329344 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.23] INFO:root:Epoch[36] Elapsed time 5.064 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.233195 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.93] INFO:root:Epoch[37] Elapsed time 5.124 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.926015 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.2] INFO:root:Epoch[38] Elapsed time 5.196 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.201333 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.9] INFO:root:Epoch[39] Elapsed time 5.228 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.899003 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.19] INFO:root:Epoch[40] Elapsed time 5.181 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.186964 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.86] INFO:root:Epoch[41] Elapsed time 5.185 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.862726 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 16.77it/s, avg_epoch_loss=6.87] INFO:root:Epoch[42] Elapsed time 5.964 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.874671 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.96] INFO:root:Epoch[43] Elapsed time 5.078 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.963249 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.98] INFO:root:Epoch[44] Elapsed time 5.096 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.982283 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.83] INFO:root:Epoch[45] Elapsed time 5.218 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.829704 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.96] INFO:root:Epoch[46] Elapsed time 5.215 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.962555 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.43] INFO:root:Epoch[47] Elapsed time 5.158 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.432113 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=7.04] INFO:root:Epoch[48] Elapsed time 5.433 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.043267 INFO:root:Epoch[49] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.79] INFO:root:Epoch[49] Elapsed time 5.093 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.790613 INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.43] INFO:root:Epoch[50] Elapsed time 5.087 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.430295 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.06] INFO:root:Epoch[51] Elapsed time 5.089 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.055007 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.81] INFO:root:Epoch[52] Elapsed time 5.133 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.805342 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=7.65] INFO:root:Epoch[53] Elapsed time 5.236 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.654998 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.6] INFO:root:Epoch[54] Elapsed time 5.183 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.596212 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.22] INFO:root:Epoch[55] Elapsed time 5.190 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.223137 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.92] INFO:root:Epoch[56] Elapsed time 5.177 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.923359 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.77] INFO:root:Epoch[57] Elapsed time 5.289 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.774736 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.92] INFO:root:Epoch[58] Elapsed time 5.091 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.919867 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.08] INFO:root:Epoch[59] Elapsed time 5.095 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.080409 INFO:root:Loading parameters from best epoch (49) INFO:root:Epoch[60] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.07] INFO:root:Epoch[60] Elapsed time 5.244 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.072245 INFO:root:Epoch[61] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.81] INFO:root:Epoch[61] Elapsed time 5.237 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.813670 INFO:root:Epoch[62] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.52] INFO:root:Epoch[62] Elapsed time 5.159 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.524069 INFO:root:Epoch[63] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=7.03] INFO:root:Epoch[63] Elapsed time 5.401 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.028686 INFO:root:Epoch[64] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.74] INFO:root:Epoch[64] Elapsed time 5.109 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.741834 INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.47] INFO:root:Epoch[65] Elapsed time 5.063 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.469688 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6] INFO:root:Epoch[66] Elapsed time 5.075 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.003250 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.79] INFO:root:Epoch[67] Elapsed time 5.133 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.794816 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=7.76] INFO:root:Epoch[68] Elapsed time 5.193 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.758527 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.64] INFO:root:Epoch[69] Elapsed time 5.195 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.637454 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.25] INFO:root:Epoch[70] Elapsed time 5.206 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.252321 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.94] INFO:root:Epoch[71] Elapsed time 5.206 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.936577 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.74] INFO:root:Epoch[72] Elapsed time 5.316 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.742498 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.03] INFO:root:Epoch[73] Elapsed time 5.090 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.027647 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.11] INFO:root:Epoch[74] Elapsed time 5.085 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.105373 INFO:root:Loading parameters from best epoch (64) INFO:root:Epoch[75] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.89] INFO:root:Epoch[75] Elapsed time 5.334 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.888825 INFO:root:Epoch[76] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.68] INFO:root:Epoch[76] Elapsed time 5.153 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.683978 INFO:root:Epoch[77] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 17.17it/s, avg_epoch_loss=6.56] INFO:root:Epoch[77] Elapsed time 5.824 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.558789 INFO:root:Epoch[78] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=7.05] INFO:root:Epoch[78] Elapsed time 5.420 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.048200 INFO:root:Epoch[79] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.66] INFO:root:Epoch[79] Elapsed time 5.101 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.661038 INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.42] INFO:root:Epoch[80] Elapsed time 5.073 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.422022 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.03] INFO:root:Epoch[81] Elapsed time 5.114 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.034949 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.84] INFO:root:Epoch[82] Elapsed time 5.121 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.838922 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=7.95] INFO:root:Epoch[83] Elapsed time 5.272 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.951641 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.4] INFO:root:Epoch[84] Elapsed time 5.179 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.401356 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.23] INFO:root:Epoch[85] Elapsed time 5.175 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.234632 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.98] INFO:root:Epoch[86] Elapsed time 5.219 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.980089 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.7] INFO:root:Epoch[87] Elapsed time 5.308 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.696242 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.18] INFO:root:Epoch[88] Elapsed time 5.081 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.184905 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.05] INFO:root:Epoch[89] Elapsed time 5.103 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.045288 INFO:root:Loading parameters from best epoch (79) INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=6.87] INFO:root:Epoch[90] Elapsed time 5.366 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.874200 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.54] INFO:root:Epoch[91] Elapsed time 5.122 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.544216 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.7] INFO:root:Epoch[92] Elapsed time 5.203 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.702102 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=6.86] INFO:root:Epoch[93] Elapsed time 5.402 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.864566 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.73] INFO:root:Epoch[94] Elapsed time 5.102 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.730849 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.41] INFO:root:Epoch[95] Elapsed time 5.070 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.412165 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.96] INFO:root:Epoch[96] Elapsed time 5.129 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.964868 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.98] INFO:root:Epoch[97] Elapsed time 5.130 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.975191 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.95] INFO:root:Epoch[98] Elapsed time 5.289 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.952695 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.26] INFO:root:Epoch[99] Elapsed time 5.142 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.262398 INFO:root:Loading parameters from best epoch (91) INFO:root:Final loss: 5.544216027259827 (occurred at epoch 91) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:42<00:00, 35.22it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.606143 0.152812 25.930324 0.142082 0.100481 seed epochs num_batches 0 47 100 100 Seed: 48
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.33it/s, avg_epoch_loss=7.61] INFO:root:Epoch[0] Elapsed time 5.461 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.606053 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.6] INFO:root:Epoch[1] Elapsed time 5.246 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.601416 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.29it/s, avg_epoch_loss=7.1] INFO:root:Epoch[2] Elapsed time 5.469 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.098072 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.98] INFO:root:Epoch[3] Elapsed time 5.208 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.980592 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.20it/s, avg_epoch_loss=7.52] INFO:root:Epoch[4] Elapsed time 5.495 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.521626 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.48] INFO:root:Epoch[5] Elapsed time 5.060 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.482413 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.9] INFO:root:Epoch[6] Elapsed time 5.213 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.900555 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.64] INFO:root:Epoch[7] Elapsed time 5.134 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.638657 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.47] INFO:root:Epoch[8] Elapsed time 5.197 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.471326 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=7.78] INFO:root:Epoch[9] Elapsed time 5.299 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.778261 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.59] INFO:root:Epoch[10] Elapsed time 5.157 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.594928 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.69] INFO:root:Epoch[11] Elapsed time 5.300 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.691027 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=7.17] INFO:root:Epoch[12] Elapsed time 5.436 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.170319 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.74] INFO:root:Epoch[13] Elapsed time 5.184 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.744028 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.61] INFO:root:Epoch[14] Elapsed time 5.080 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.611388 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=7.19] INFO:root:Epoch[15] Elapsed time 5.117 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.193400 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.89] INFO:root:Epoch[16] Elapsed time 5.347 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.885460 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.1] INFO:root:Epoch[17] Elapsed time 5.138 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.102677 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.97] INFO:root:Epoch[18] Elapsed time 5.156 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.971495 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.32it/s, avg_epoch_loss=6.77] INFO:root:Epoch[19] Elapsed time 5.461 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.765017 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.28] INFO:root:Epoch[20] Elapsed time 5.065 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.279325 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.42] INFO:root:Epoch[21] Elapsed time 5.075 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.421640 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.16] INFO:root:Epoch[22] Elapsed time 5.148 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.156490 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.5] INFO:root:Epoch[23] Elapsed time 5.152 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.496386 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=7.33] INFO:root:Epoch[24] Elapsed time 5.335 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.328621 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.39] INFO:root:Epoch[25] Elapsed time 5.166 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.389024 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 16.93it/s, avg_epoch_loss=6.63] INFO:root:Epoch[26] Elapsed time 5.908 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.634134 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=7.1] INFO:root:Epoch[27] Elapsed time 5.374 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.099109 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.33] INFO:root:Epoch[28] Elapsed time 5.063 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.328614 INFO:root:Epoch[29] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.64] INFO:root:Epoch[29] Elapsed time 5.086 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.644762 INFO:root:Epoch[30] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=7.15] INFO:root:Epoch[30] Elapsed time 5.142 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.153697 INFO:root:Epoch[31] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.59] INFO:root:Epoch[31] Elapsed time 5.341 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.594327 INFO:root:Epoch[32] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.92] INFO:root:Epoch[32] Elapsed time 5.166 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.921706 INFO:root:Epoch[33] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.99] INFO:root:Epoch[33] Elapsed time 5.209 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.985832 INFO:root:Epoch[34] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.44] INFO:root:Epoch[34] Elapsed time 5.316 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.438221 INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.17] INFO:root:Epoch[35] Elapsed time 5.098 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.170646 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.37] INFO:root:Epoch[36] Elapsed time 5.055 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.365856 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.87] INFO:root:Epoch[37] Elapsed time 5.105 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.870185 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.74] INFO:root:Epoch[38] Elapsed time 5.118 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.739758 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=7.22] INFO:root:Epoch[39] Elapsed time 5.305 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.219790 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.1] INFO:root:Epoch[40] Elapsed time 5.136 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.096893 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.83] INFO:root:Epoch[41] Elapsed time 5.206 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.826136 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=7.02] INFO:root:Epoch[42] Elapsed time 5.391 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.021041 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.02] INFO:root:Epoch[43] Elapsed time 5.072 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.018736 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.57] INFO:root:Epoch[44] Elapsed time 5.106 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.569308 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.97] INFO:root:Epoch[45] Elapsed time 5.094 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.965302 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.65it/s, avg_epoch_loss=6.3] INFO:root:Epoch[46] Elapsed time 5.363 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.299184 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.14] INFO:root:Epoch[47] Elapsed time 5.159 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.137819 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=7.14] INFO:root:Epoch[48] Elapsed time 5.324 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.142199 INFO:root:Epoch[49] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.15] INFO:root:Epoch[49] Elapsed time 5.227 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.147652 INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.2] INFO:root:Epoch[50] Elapsed time 5.062 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.199661 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.28] INFO:root:Epoch[51] Elapsed time 5.065 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.277779 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.78] INFO:root:Epoch[52] Elapsed time 5.123 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.775283 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.05] INFO:root:Epoch[53] Elapsed time 5.154 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.053577 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=7.13] INFO:root:Epoch[54] Elapsed time 5.264 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.127088 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.09] INFO:root:Epoch[55] Elapsed time 5.179 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.085163 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.88] INFO:root:Epoch[56] Elapsed time 5.254 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.879185 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.9] INFO:root:Epoch[57] Elapsed time 5.334 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.903385 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.87] INFO:root:Epoch[58] Elapsed time 5.094 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.871439 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.93] INFO:root:Epoch[59] Elapsed time 5.085 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.930355 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.21it/s, avg_epoch_loss=6.78] INFO:root:Epoch[60] Elapsed time 5.813 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.782492 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.02] INFO:root:Epoch[61] Elapsed time 5.307 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.022334 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.23] INFO:root:Epoch[62] Elapsed time 5.147 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.230041 INFO:root:Loading parameters from best epoch (52) INFO:root:Epoch[63] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=7.19] INFO:root:Epoch[63] Elapsed time 5.389 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.186613 INFO:root:Epoch[64] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.99] INFO:root:Epoch[64] Elapsed time 5.165 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.994430 INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.29] INFO:root:Epoch[65] Elapsed time 5.080 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.293106 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.09] INFO:root:Epoch[66] Elapsed time 5.068 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.086707 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.73] INFO:root:Epoch[67] Elapsed time 5.129 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.728739 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=7.41] INFO:root:Epoch[68] Elapsed time 5.166 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.409430 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.9] INFO:root:Epoch[69] Elapsed time 5.220 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.904025 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.27] INFO:root:Epoch[70] Elapsed time 5.182 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.273230 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.89] INFO:root:Epoch[71] Elapsed time 5.198 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.887708 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.86] INFO:root:Epoch[72] Elapsed time 5.320 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.858726 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.89] INFO:root:Epoch[73] Elapsed time 5.062 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.888608 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.97] INFO:root:Epoch[74] Elapsed time 5.091 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.968426 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.82] INFO:root:Epoch[75] Elapsed time 5.144 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.817741 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.04] INFO:root:Epoch[76] Elapsed time 5.284 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.037817 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.12] INFO:root:Epoch[77] Elapsed time 5.144 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.119988 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=7.15] INFO:root:Epoch[78] Elapsed time 5.352 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.154336 INFO:root:Epoch[79] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.87] INFO:root:Epoch[79] Elapsed time 5.146 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.868747 INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.25] INFO:root:Epoch[80] Elapsed time 5.092 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.251602 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.1] INFO:root:Epoch[81] Elapsed time 5.056 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.103946 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.7] INFO:root:Epoch[82] Elapsed time 5.155 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.698070 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.57] INFO:root:Epoch[83] Elapsed time 5.213 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.566546 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.79] INFO:root:Epoch[84] Elapsed time 5.254 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.792613 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.26] INFO:root:Epoch[85] Elapsed time 5.174 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.259432 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.91] INFO:root:Epoch[86] Elapsed time 5.202 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.905269 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.78] INFO:root:Epoch[87] Elapsed time 5.321 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.782585 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.92] INFO:root:Epoch[88] Elapsed time 5.102 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.919131 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.09] INFO:root:Epoch[89] Elapsed time 5.087 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.091652 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.86] INFO:root:Epoch[90] Elapsed time 5.228 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.859283 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.77] INFO:root:Epoch[91] Elapsed time 5.188 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.767348 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.51] INFO:root:Epoch[92] Elapsed time 5.162 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.510803 INFO:root:Loading parameters from best epoch (82) INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.61it/s, avg_epoch_loss=7.09] INFO:root:Epoch[93] Elapsed time 5.376 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.092312 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.61] INFO:root:Epoch[94] Elapsed time 5.069 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.613966 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.64it/s, avg_epoch_loss=6.36] INFO:root:Epoch[95] Elapsed time 5.671 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.355214 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.97] INFO:root:Epoch[96] Elapsed time 5.117 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.967180 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.73] INFO:root:Epoch[97] Elapsed time 5.127 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.727745 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.87] INFO:root:Epoch[98] Elapsed time 5.215 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.867683 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.53] INFO:root:Epoch[99] Elapsed time 5.268 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.526824 INFO:root:Loading parameters from best epoch (94) INFO:root:Final loss: 5.613965773582459 (occurred at epoch 94) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:38<00:00, 35.33it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 2.16966 0.181237 36.612989 0.166937 0.085097 48 epochs num_batches 0 100 100 Seed: 49
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.27it/s, avg_epoch_loss=7.48] INFO:root:Epoch[0] Elapsed time 5.476 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.477127 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=7.57] INFO:root:Epoch[1] Elapsed time 5.253 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.567668 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.48it/s, avg_epoch_loss=6.91] INFO:root:Epoch[2] Elapsed time 5.416 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.905640 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.86] INFO:root:Epoch[3] Elapsed time 5.319 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.864727 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.67it/s, avg_epoch_loss=7.46] INFO:root:Epoch[4] Elapsed time 5.661 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.459012 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.3] INFO:root:Epoch[5] Elapsed time 5.103 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.303009 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.84] INFO:root:Epoch[6] Elapsed time 5.085 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.843868 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.53] INFO:root:Epoch[7] Elapsed time 5.145 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.533030 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.29] INFO:root:Epoch[8] Elapsed time 5.259 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.293931 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=7.76] INFO:root:Epoch[9] Elapsed time 5.306 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.758851 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.06it/s, avg_epoch_loss=6.52] INFO:root:Epoch[10] Elapsed time 5.864 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.521338 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.57] INFO:root:Epoch[11] Elapsed time 5.230 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.572780 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.17] INFO:root:Epoch[12] Elapsed time 5.287 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.172432 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.84] INFO:root:Epoch[13] Elapsed time 5.226 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.840677 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.59] INFO:root:Epoch[14] Elapsed time 5.156 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.586096 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.2] INFO:root:Epoch[15] Elapsed time 5.083 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.203238 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.12it/s, avg_epoch_loss=6.92] INFO:root:Epoch[16] Elapsed time 5.523 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.922568 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.86] INFO:root:Epoch[17] Elapsed time 5.222 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.861201 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7] INFO:root:Epoch[18] Elapsed time 5.310 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.004805 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=6.79] INFO:root:Epoch[19] Elapsed time 5.428 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.787799 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.27] INFO:root:Epoch[20] Elapsed time 5.149 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.266784 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.4] INFO:root:Epoch[21] Elapsed time 5.109 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.403539 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.11] INFO:root:Epoch[22] Elapsed time 5.127 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.107402 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.66] INFO:root:Epoch[23] Elapsed time 5.198 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.659967 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.30it/s, avg_epoch_loss=7.34] INFO:root:Epoch[24] Elapsed time 5.467 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.338416 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.09] INFO:root:Epoch[25] Elapsed time 5.281 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.089321 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.61] INFO:root:Epoch[26] Elapsed time 5.220 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.606635 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=7.03] INFO:root:Epoch[27] Elapsed time 5.433 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.028626 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.46] INFO:root:Epoch[28] Elapsed time 5.159 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.458234 INFO:root:Epoch[29] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.57] INFO:root:Epoch[29] Elapsed time 5.183 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.566162 INFO:root:Epoch[30] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.18] INFO:root:Epoch[30] Elapsed time 5.114 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.175673 INFO:root:Epoch[31] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.47] INFO:root:Epoch[31] Elapsed time 5.401 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.472002 INFO:root:Epoch[32] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6] INFO:root:Epoch[32] Elapsed time 5.179 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.004013 INFO:root:Epoch[33] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=7.02] INFO:root:Epoch[33] Elapsed time 5.264 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.016529 INFO:root:Epoch[34] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=6.47] INFO:root:Epoch[34] Elapsed time 5.400 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.473458 INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.24] INFO:root:Epoch[35] Elapsed time 5.147 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.237328 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.39] INFO:root:Epoch[36] Elapsed time 5.099 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.385831 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.86] INFO:root:Epoch[37] Elapsed time 5.159 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.860052 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.81] INFO:root:Epoch[38] Elapsed time 5.157 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.806150 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.16] INFO:root:Epoch[39] Elapsed time 5.323 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.164311 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.03] INFO:root:Epoch[40] Elapsed time 5.183 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.032399 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.83] INFO:root:Epoch[41] Elapsed time 5.320 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.833061 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.65it/s, avg_epoch_loss=6.87] INFO:root:Epoch[42] Elapsed time 5.363 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.872506 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.95] INFO:root:Epoch[43] Elapsed time 5.141 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.947224 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.30it/s, avg_epoch_loss=7.02] INFO:root:Epoch[44] Elapsed time 5.782 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.017744 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.81] INFO:root:Epoch[45] Elapsed time 5.153 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.814357 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.03] INFO:root:Epoch[46] Elapsed time 5.323 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.030551 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.32] INFO:root:Epoch[47] Elapsed time 5.177 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.320057 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=7.17] INFO:root:Epoch[48] Elapsed time 5.402 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.165706 INFO:root:Epoch[49] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.85] INFO:root:Epoch[49] Elapsed time 5.252 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.849896 INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.37] INFO:root:Epoch[50] Elapsed time 5.091 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.365553 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.1] INFO:root:Epoch[51] Elapsed time 5.149 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.096480 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.81] INFO:root:Epoch[52] Elapsed time 5.249 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.810898 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=7.51] INFO:root:Epoch[53] Elapsed time 5.211 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.511703 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.65] INFO:root:Epoch[54] Elapsed time 5.247 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.650232 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.21] INFO:root:Epoch[55] Elapsed time 5.179 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.213131 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.93] INFO:root:Epoch[56] Elapsed time 5.253 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.929531 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.82] INFO:root:Epoch[57] Elapsed time 5.345 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.817441 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.9] INFO:root:Epoch[58] Elapsed time 5.117 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.900717 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.03] INFO:root:Epoch[59] Elapsed time 5.091 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.029018 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.89] INFO:root:Epoch[60] Elapsed time 5.287 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.892031 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=5.73] INFO:root:Epoch[61] Elapsed time 5.293 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.727026 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.44] INFO:root:Epoch[62] Elapsed time 5.215 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.437670 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=6.97] INFO:root:Epoch[63] Elapsed time 5.440 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.972975 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.59] INFO:root:Epoch[64] Elapsed time 5.094 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.587625 INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.45] INFO:root:Epoch[65] Elapsed time 5.089 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.451851 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.06] INFO:root:Epoch[66] Elapsed time 5.109 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.056173 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.78] INFO:root:Epoch[67] Elapsed time 5.152 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.784335 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=7.61] INFO:root:Epoch[68] Elapsed time 5.273 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.609497 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.38] INFO:root:Epoch[69] Elapsed time 5.215 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.376118 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.17] INFO:root:Epoch[70] Elapsed time 5.196 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.168066 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.8] INFO:root:Epoch[71] Elapsed time 5.240 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.804207 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.66] INFO:root:Epoch[72] Elapsed time 5.307 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.658939 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.99] INFO:root:Epoch[73] Elapsed time 5.159 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.988720 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.94] INFO:root:Epoch[74] Elapsed time 5.080 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.936662 INFO:root:Loading parameters from best epoch (64) INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.97] INFO:root:Epoch[75] Elapsed time 5.318 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.974997 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.61] INFO:root:Epoch[76] Elapsed time 5.153 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.609569 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.61] INFO:root:Epoch[77] Elapsed time 5.195 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.609359 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 17.93it/s, avg_epoch_loss=6.92] INFO:root:Epoch[78] Elapsed time 5.580 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.922649 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 17.68it/s, avg_epoch_loss=5.63] INFO:root:Epoch[79] Elapsed time 5.660 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.628311 INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.37] INFO:root:Epoch[80] Elapsed time 5.120 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.371147 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.01] INFO:root:Epoch[81] Elapsed time 5.199 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.011373 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.8] INFO:root:Epoch[82] Elapsed time 5.146 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.799075 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=7.72] INFO:root:Epoch[83] Elapsed time 5.301 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.719896 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.38] INFO:root:Epoch[84] Elapsed time 5.210 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.383692 INFO:root:Loading parameters from best epoch (64) INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=6.1] INFO:root:Epoch[85] Elapsed time 5.403 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.103892 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.97] INFO:root:Epoch[86] Elapsed time 5.239 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.974042 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.72] INFO:root:Epoch[87] Elapsed time 5.318 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.724243 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.02] INFO:root:Epoch[88] Elapsed time 5.192 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.017161 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=7.02] INFO:root:Epoch[89] Elapsed time 5.047 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.019965 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.83] INFO:root:Epoch[90] Elapsed time 5.310 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.833595 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.68] INFO:root:Epoch[91] Elapsed time 5.160 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.678628 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.58] INFO:root:Epoch[92] Elapsed time 5.169 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.582194 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=6.95] INFO:root:Epoch[93] Elapsed time 5.433 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.945040 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.65] INFO:root:Epoch[94] Elapsed time 5.116 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.650513 INFO:root:Loading parameters from best epoch (64) INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.42] INFO:root:Epoch[95] Elapsed time 5.085 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.415553 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.01] INFO:root:Epoch[96] Elapsed time 5.111 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.010275 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.92] INFO:root:Epoch[97] Elapsed time 5.156 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.919608 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.94] INFO:root:Epoch[98] Elapsed time 5.287 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.938464 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.16] INFO:root:Epoch[99] Elapsed time 5.146 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.163496 INFO:root:Loading parameters from best epoch (64) INFO:root:Final loss: 5.587625241279602 (occurred at epoch 64) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:40<00:00, 35.28it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 1.1083 0.140629 21.553964 0.124761 0.090033 49 epochs num_batches 0 100 100 Seed: 50
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.33it/s, avg_epoch_loss=7.46] INFO:root:Epoch[0] Elapsed time 5.457 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.457014 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.62] INFO:root:Epoch[1] Elapsed time 5.315 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.620613 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.04it/s, avg_epoch_loss=7] INFO:root:Epoch[2] Elapsed time 5.546 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.002595 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.95] INFO:root:Epoch[3] Elapsed time 5.208 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.946253 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.94it/s, avg_epoch_loss=7.48] INFO:root:Epoch[4] Elapsed time 5.577 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.477988 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.28] INFO:root:Epoch[5] Elapsed time 5.152 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.280243 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.82] INFO:root:Epoch[6] Elapsed time 5.146 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.823689 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.5] INFO:root:Epoch[7] Elapsed time 5.091 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.499442 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.36] INFO:root:Epoch[8] Elapsed time 5.163 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.356663 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.7] INFO:root:Epoch[9] Elapsed time 5.317 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.702785 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.68] INFO:root:Epoch[10] Elapsed time 5.186 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.678098 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.67] INFO:root:Epoch[11] Elapsed time 5.207 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.671215 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.16] INFO:root:Epoch[12] Elapsed time 5.269 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.156151 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.78] INFO:root:Epoch[13] Elapsed time 5.233 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.784606 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.49] INFO:root:Epoch[14] Elapsed time 5.122 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.487962 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.13] INFO:root:Epoch[15] Elapsed time 5.085 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.128720 INFO:root:Loading parameters from best epoch (5) INFO:root:Epoch[16] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=7.42] INFO:root:Epoch[16] Elapsed time 5.342 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.416218 INFO:root:Epoch[17] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.86] INFO:root:Epoch[17] Elapsed time 5.161 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.859272 INFO:root:Epoch[18] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.28] INFO:root:Epoch[18] Elapsed time 5.195 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.279812 INFO:root:Epoch[19] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=7] INFO:root:Epoch[19] Elapsed time 5.388 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.997787 INFO:root:Epoch[20] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.23] INFO:root:Epoch[20] Elapsed time 5.088 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.231307 INFO:root:Epoch[21] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.65] INFO:root:Epoch[21] Elapsed time 5.108 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.645055 INFO:root:Epoch[22] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.4] INFO:root:Epoch[22] Elapsed time 5.119 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.399958 INFO:root:Epoch[23] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.74] INFO:root:Epoch[23] Elapsed time 5.137 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.737415 INFO:root:Epoch[24] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=7.54] INFO:root:Epoch[24] Elapsed time 5.330 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.539758 INFO:root:Epoch[25] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.3] INFO:root:Epoch[25] Elapsed time 5.169 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.299291 INFO:root:Epoch[26] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.88] INFO:root:Epoch[26] Elapsed time 5.228 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.879822 INFO:root:Epoch[27] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.63it/s, avg_epoch_loss=7.26] INFO:root:Epoch[27] Elapsed time 5.372 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.261269 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.25it/s, avg_epoch_loss=6.5] INFO:root:Epoch[28] Elapsed time 5.800 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.500726 INFO:root:Epoch[29] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.04] INFO:root:Epoch[29] Elapsed time 5.095 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.037188 INFO:root:Epoch[30] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.3] INFO:root:Epoch[30] Elapsed time 5.115 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.298855 INFO:root:Epoch[31] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.74] INFO:root:Epoch[31] Elapsed time 5.330 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.742443 INFO:root:Epoch[32] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.15] INFO:root:Epoch[32] Elapsed time 5.171 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.145552 INFO:root:Epoch[33] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.15] INFO:root:Epoch[33] Elapsed time 5.242 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.151944 INFO:root:Epoch[34] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.72] INFO:root:Epoch[34] Elapsed time 5.303 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.719916 INFO:root:Epoch[35] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.42] INFO:root:Epoch[35] Elapsed time 5.073 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.423689 INFO:root:Epoch[36] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.65] INFO:root:Epoch[36] Elapsed time 5.081 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.653916 INFO:root:Epoch[37] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.12] INFO:root:Epoch[37] Elapsed time 5.134 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.120348 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[38] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.27] INFO:root:Epoch[38] Elapsed time 5.139 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.265991 INFO:root:Epoch[39] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=7.58] INFO:root:Epoch[39] Elapsed time 5.298 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.579222 INFO:root:Epoch[40] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.49] INFO:root:Epoch[40] Elapsed time 5.164 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.492619 INFO:root:Epoch[41] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=7.2] INFO:root:Epoch[41] Elapsed time 5.236 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.202656 INFO:root:Epoch[42] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=7.22] INFO:root:Epoch[42] Elapsed time 5.333 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.216275 INFO:root:Epoch[43] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.53] INFO:root:Epoch[43] Elapsed time 5.072 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.527956 INFO:root:Epoch[44] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=7.19] INFO:root:Epoch[44] Elapsed time 5.122 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.194469 INFO:root:Epoch[45] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.14] INFO:root:Epoch[45] Elapsed time 5.139 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.135344 INFO:root:Epoch[46] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.54] INFO:root:Epoch[46] Elapsed time 5.311 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.540507 INFO:root:Epoch[47] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.44] INFO:root:Epoch[47] Elapsed time 5.150 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.444684 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[48] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=7.76] INFO:root:Epoch[48] Elapsed time 5.355 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.763681 INFO:root:Epoch[49] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.43] INFO:root:Epoch[49] Elapsed time 5.193 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.430790 INFO:root:Epoch[50] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.62] INFO:root:Epoch[50] Elapsed time 5.066 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.620181 INFO:root:Epoch[51] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.66] INFO:root:Epoch[51] Elapsed time 5.080 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.657236 INFO:root:Epoch[52] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.21] INFO:root:Epoch[52] Elapsed time 5.178 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.209225 INFO:root:Epoch[53] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7.67] INFO:root:Epoch[53] Elapsed time 5.185 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.669665 INFO:root:Epoch[54] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.24] INFO:root:Epoch[54] Elapsed time 5.267 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.235434 INFO:root:Epoch[55] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.57] INFO:root:Epoch[55] Elapsed time 5.221 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.568150 INFO:root:Epoch[56] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=7.18] INFO:root:Epoch[56] Elapsed time 5.195 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.179712 INFO:root:Epoch[57] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=7.13] INFO:root:Epoch[57] Elapsed time 5.339 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.130664 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[58] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.5] INFO:root:Epoch[58] Elapsed time 5.112 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.500686 INFO:root:Epoch[59] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=7.56] INFO:root:Epoch[59] Elapsed time 5.078 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.559634 INFO:root:Epoch[60] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=7.17] INFO:root:Epoch[60] Elapsed time 5.189 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.169775 INFO:root:Epoch[61] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.37] INFO:root:Epoch[61] Elapsed time 5.257 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.367492 INFO:root:Epoch[62] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.37it/s, avg_epoch_loss=6.77] INFO:root:Epoch[62] Elapsed time 5.445 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.765860 INFO:root:Epoch[63] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.12it/s, avg_epoch_loss=7.39] INFO:root:Epoch[63] Elapsed time 5.844 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.387874 INFO:root:Epoch[64] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.32] INFO:root:Epoch[64] Elapsed time 5.080 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.322950 INFO:root:Epoch[65] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.69] INFO:root:Epoch[65] Elapsed time 5.106 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.685806 INFO:root:Epoch[66] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.47] INFO:root:Epoch[66] Elapsed time 5.092 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.468734 INFO:root:Epoch[67] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.21] INFO:root:Epoch[67] Elapsed time 5.150 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.209415 INFO:root:Epoch[68] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=7.92] INFO:root:Epoch[68] Elapsed time 5.190 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.916669 INFO:root:Epoch[69] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.09] INFO:root:Epoch[69] Elapsed time 5.252 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=7.088307 INFO:root:Epoch[70] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.57] INFO:root:Epoch[70] Elapsed time 5.197 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.569975 INFO:root:Epoch[71] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.17] INFO:root:Epoch[71] Elapsed time 5.196 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.173690 INFO:root:Epoch[72] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=7.17] INFO:root:Epoch[72] Elapsed time 5.333 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.170078 INFO:root:Epoch[73] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.47] INFO:root:Epoch[73] Elapsed time 5.073 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.468299 INFO:root:Epoch[74] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.36] INFO:root:Epoch[74] Elapsed time 5.110 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.359673 INFO:root:Epoch[75] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.1] INFO:root:Epoch[75] Elapsed time 5.148 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.099656 INFO:root:Epoch[76] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.34] INFO:root:Epoch[76] Elapsed time 5.277 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.342368 INFO:root:Epoch[77] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.64] INFO:root:Epoch[77] Elapsed time 5.204 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.638295 INFO:root:Epoch[78] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=7.26] INFO:root:Epoch[78] Elapsed time 5.434 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.260476 INFO:root:Epoch[79] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.19] INFO:root:Epoch[79] Elapsed time 5.175 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.190117 INFO:root:Epoch[80] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.76] INFO:root:Epoch[80] Elapsed time 5.261 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.758985 INFO:root:Epoch[81] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.42] INFO:root:Epoch[81] Elapsed time 5.115 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.417238 INFO:root:Epoch[82] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.08] INFO:root:Epoch[82] Elapsed time 5.302 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.081892 INFO:root:Epoch[83] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=7.98] INFO:root:Epoch[83] Elapsed time 5.264 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.978798 INFO:root:Epoch[84] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.89] INFO:root:Epoch[84] Elapsed time 5.222 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.887777 INFO:root:Epoch[85] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.51] INFO:root:Epoch[85] Elapsed time 5.196 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.508604 INFO:root:Epoch[86] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.12] INFO:root:Epoch[86] Elapsed time 5.206 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.115967 INFO:root:Epoch[87] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=7.1] INFO:root:Epoch[87] Elapsed time 5.347 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.095331 INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.4] INFO:root:Epoch[88] Elapsed time 5.101 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.397500 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.32] INFO:root:Epoch[89] Elapsed time 5.096 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.318612 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.08] INFO:root:Epoch[90] Elapsed time 5.316 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.082935 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.92] INFO:root:Epoch[91] Elapsed time 5.118 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.915118 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.84] INFO:root:Epoch[92] Elapsed time 5.194 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.844853 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=7.2] INFO:root:Epoch[93] Elapsed time 5.418 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.197963 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.02] INFO:root:Epoch[94] Elapsed time 5.285 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.022270 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.65] INFO:root:Epoch[95] Elapsed time 5.194 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.652914 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.33] INFO:root:Epoch[96] Elapsed time 5.117 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.334978 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.07it/s, avg_epoch_loss=6.09] INFO:root:Epoch[97] Elapsed time 5.859 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.085510 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.92] INFO:root:Epoch[98] Elapsed time 5.240 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.921922 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.6] INFO:root:Epoch[99] Elapsed time 5.194 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.603769 INFO:root:Loading parameters from best epoch (17) INFO:root:Final loss: 5.859271764755249 (occurred at epoch 17) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:40<00:00, 35.28it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.381627 0.145665 33.386645 0.13139 0.110511 seed epochs num_batches 0 50 100 100 Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.38it/s, avg_epoch_loss=7.33] INFO:root:Epoch[0] Elapsed time 5.443 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.330464 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=7.59] INFO:root:Epoch[1] Elapsed time 5.249 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.593639 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=7.14] INFO:root:Epoch[2] Elapsed time 5.402 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.135121 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.96] INFO:root:Epoch[3] Elapsed time 5.188 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.961173 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.01it/s, avg_epoch_loss=7.43] INFO:root:Epoch[4] Elapsed time 5.556 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.430795 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.4] INFO:root:Epoch[5] Elapsed time 5.209 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.403822 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.86] INFO:root:Epoch[6] Elapsed time 5.193 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.857569 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.6] INFO:root:Epoch[7] Elapsed time 5.222 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.602885 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.43] INFO:root:Epoch[8] Elapsed time 5.133 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.425244 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.77] INFO:root:Epoch[9] Elapsed time 5.283 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.765791 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.74] INFO:root:Epoch[10] Elapsed time 5.187 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.737446 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.56] INFO:root:Epoch[11] Elapsed time 5.199 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.559040 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 16.91it/s, avg_epoch_loss=7.15] INFO:root:Epoch[12] Elapsed time 5.918 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.146141 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.92] INFO:root:Epoch[13] Elapsed time 5.340 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.924378 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.55] INFO:root:Epoch[14] Elapsed time 5.159 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.551111 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=7.19] INFO:root:Epoch[15] Elapsed time 5.077 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.194176 INFO:root:Loading parameters from best epoch (5) INFO:root:Epoch[16] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=7.43] INFO:root:Epoch[16] Elapsed time 5.427 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.428043 INFO:root:Epoch[17] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.93] INFO:root:Epoch[17] Elapsed time 5.181 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.926133 INFO:root:Epoch[18] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7.29] INFO:root:Epoch[18] Elapsed time 5.177 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.286485 INFO:root:Epoch[19] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.14it/s, avg_epoch_loss=7] INFO:root:Epoch[19] Elapsed time 5.517 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.995339 INFO:root:Epoch[20] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.28] INFO:root:Epoch[20] Elapsed time 5.077 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.279957 INFO:root:Epoch[21] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.65] INFO:root:Epoch[21] Elapsed time 5.067 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.649201 INFO:root:Epoch[22] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.32] INFO:root:Epoch[22] Elapsed time 5.227 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.317956 INFO:root:Epoch[23] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.78] INFO:root:Epoch[23] Elapsed time 5.106 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.775468 INFO:root:Epoch[24] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=7.58] INFO:root:Epoch[24] Elapsed time 5.323 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.579208 INFO:root:Epoch[25] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.27] INFO:root:Epoch[25] Elapsed time 5.145 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.268700 INFO:root:Epoch[26] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.94] INFO:root:Epoch[26] Elapsed time 5.206 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.935820 INFO:root:Epoch[27] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=7.28] INFO:root:Epoch[27] Elapsed time 5.355 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.277349 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.53] INFO:root:Epoch[28] Elapsed time 5.222 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.525640 INFO:root:Epoch[29] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=7.04] INFO:root:Epoch[29] Elapsed time 5.082 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.036078 INFO:root:Epoch[30] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.33] INFO:root:Epoch[30] Elapsed time 5.104 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.334914 INFO:root:Epoch[31] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.7] INFO:root:Epoch[31] Elapsed time 5.324 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.704346 INFO:root:Epoch[32] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.4] INFO:root:Epoch[32] Elapsed time 5.145 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.396946 INFO:root:Epoch[33] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=7.22] INFO:root:Epoch[33] Elapsed time 5.307 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.222166 INFO:root:Epoch[34] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.55] INFO:root:Epoch[34] Elapsed time 5.286 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.553964 INFO:root:Epoch[35] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.49] INFO:root:Epoch[35] Elapsed time 5.055 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.492641 INFO:root:Epoch[36] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.68] INFO:root:Epoch[36] Elapsed time 5.101 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.676923 INFO:root:Epoch[37] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.11] INFO:root:Epoch[37] Elapsed time 5.217 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.106522 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[38] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.43] INFO:root:Epoch[38] Elapsed time 5.149 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.431023 INFO:root:Epoch[39] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=7.49] INFO:root:Epoch[39] Elapsed time 5.279 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.489672 INFO:root:Epoch[40] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.52] INFO:root:Epoch[40] Elapsed time 5.131 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.515709 INFO:root:Epoch[41] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=7.18] INFO:root:Epoch[41] Elapsed time 5.306 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.182026 INFO:root:Epoch[42] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=7.16] INFO:root:Epoch[42] Elapsed time 5.328 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.160016 INFO:root:Epoch[43] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.52] INFO:root:Epoch[43] Elapsed time 5.077 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.523904 INFO:root:Epoch[44] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=7.28] INFO:root:Epoch[44] Elapsed time 5.080 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.280830 INFO:root:Epoch[45] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.19] INFO:root:Epoch[45] Elapsed time 5.122 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.189422 INFO:root:Epoch[46] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 16.75it/s, avg_epoch_loss=6.57] INFO:root:Epoch[46] Elapsed time 5.974 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.566785 INFO:root:Epoch[47] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.48] INFO:root:Epoch[47] Elapsed time 5.149 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.480925 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[48] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=7.75] INFO:root:Epoch[48] Elapsed time 5.295 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.752990 INFO:root:Epoch[49] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.53] INFO:root:Epoch[49] Elapsed time 5.184 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.531685 INFO:root:Epoch[50] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.57] INFO:root:Epoch[50] Elapsed time 5.094 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.571472 INFO:root:Epoch[51] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.66] INFO:root:Epoch[51] Elapsed time 5.072 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.663148 INFO:root:Epoch[52] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.22] INFO:root:Epoch[52] Elapsed time 5.139 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.221303 INFO:root:Epoch[53] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.72] INFO:root:Epoch[53] Elapsed time 5.174 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.716012 INFO:root:Epoch[54] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=7.15] INFO:root:Epoch[54] Elapsed time 5.225 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.149361 INFO:root:Epoch[55] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.52] INFO:root:Epoch[55] Elapsed time 5.167 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.524222 INFO:root:Epoch[56] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.2] INFO:root:Epoch[56] Elapsed time 5.184 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.197541 INFO:root:Epoch[57] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.19] INFO:root:Epoch[57] Elapsed time 5.314 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.185125 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[58] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.43] INFO:root:Epoch[58] Elapsed time 5.079 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.434229 INFO:root:Epoch[59] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.6] INFO:root:Epoch[59] Elapsed time 5.099 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.602090 INFO:root:Epoch[60] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=7.28] INFO:root:Epoch[60] Elapsed time 5.161 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.275367 INFO:root:Epoch[61] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=6.45] INFO:root:Epoch[61] Elapsed time 5.274 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.446931 INFO:root:Epoch[62] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.78] INFO:root:Epoch[62] Elapsed time 5.169 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.775395 INFO:root:Epoch[63] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=7.4] INFO:root:Epoch[63] Elapsed time 5.420 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.397183 INFO:root:Epoch[64] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.34] INFO:root:Epoch[64] Elapsed time 5.088 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.343832 INFO:root:Epoch[65] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.78] INFO:root:Epoch[65] Elapsed time 5.094 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.779176 INFO:root:Epoch[66] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.5] INFO:root:Epoch[66] Elapsed time 5.094 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.502620 INFO:root:Epoch[67] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.24] INFO:root:Epoch[67] Elapsed time 5.125 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.240761 INFO:root:Epoch[68] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=8.08] INFO:root:Epoch[68] Elapsed time 5.185 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=8.081921 INFO:root:Epoch[69] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.95] INFO:root:Epoch[69] Elapsed time 5.188 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.952840 INFO:root:Epoch[70] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.55] INFO:root:Epoch[70] Elapsed time 5.185 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.546379 INFO:root:Epoch[71] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.23] INFO:root:Epoch[71] Elapsed time 5.206 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.227022 INFO:root:Epoch[72] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.14] INFO:root:Epoch[72] Elapsed time 5.322 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.138677 INFO:root:Epoch[73] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.49] INFO:root:Epoch[73] Elapsed time 5.091 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.490303 INFO:root:Epoch[74] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.32] INFO:root:Epoch[74] Elapsed time 5.097 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.323455 INFO:root:Epoch[75] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=7.16] INFO:root:Epoch[75] Elapsed time 5.303 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.164959 INFO:root:Epoch[76] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.2] INFO:root:Epoch[76] Elapsed time 5.125 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.201985 INFO:root:Epoch[77] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.85] INFO:root:Epoch[77] Elapsed time 5.164 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.849239 INFO:root:Epoch[78] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=7.29] INFO:root:Epoch[78] Elapsed time 5.397 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.293361 INFO:root:Epoch[79] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.15] INFO:root:Epoch[79] Elapsed time 5.083 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.148515 INFO:root:Epoch[80] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.77] INFO:root:Epoch[80] Elapsed time 5.067 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.771984 INFO:root:Epoch[81] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.47it/s, avg_epoch_loss=6.45] INFO:root:Epoch[81] Elapsed time 5.727 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.454677 INFO:root:Epoch[82] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.11] INFO:root:Epoch[82] Elapsed time 5.126 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.111122 INFO:root:Epoch[83] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.9] INFO:root:Epoch[83] Elapsed time 5.184 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.896640 INFO:root:Epoch[84] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.94] INFO:root:Epoch[84] Elapsed time 5.201 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.938140 INFO:root:Epoch[85] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.51] INFO:root:Epoch[85] Elapsed time 5.190 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.513195 INFO:root:Epoch[86] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.17] INFO:root:Epoch[86] Elapsed time 5.155 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.165805 INFO:root:Epoch[87] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.05] INFO:root:Epoch[87] Elapsed time 5.287 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.046536 INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.41] INFO:root:Epoch[88] Elapsed time 5.075 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.412414 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=7.41] INFO:root:Epoch[89] Elapsed time 5.060 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.413458 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.1] INFO:root:Epoch[90] Elapsed time 5.271 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.097216 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.14] INFO:root:Epoch[91] Elapsed time 5.159 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.141805 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.81] INFO:root:Epoch[92] Elapsed time 5.169 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.806468 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=7.27] INFO:root:Epoch[93] Elapsed time 5.393 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.266792 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.07] INFO:root:Epoch[94] Elapsed time 5.082 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.067690 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.72] INFO:root:Epoch[95] Elapsed time 5.066 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.722899 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.39] INFO:root:Epoch[96] Elapsed time 5.049 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.390269 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.08] INFO:root:Epoch[97] Elapsed time 5.151 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.078904 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7.88] INFO:root:Epoch[98] Elapsed time 5.184 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.882353 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.87] INFO:root:Epoch[99] Elapsed time 5.183 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.871935 INFO:root:Loading parameters from best epoch (17) INFO:root:Final loss: 5.926133036613464 (occurred at epoch 17) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:39<00:00, 35.30it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.704051 0.162464 42.252226 0.150964 0.099276 seed epochs num_batches 0 51 100 100
Out[12]:
| MASE | sMAPE | MSIS | wQuantileLoss[0.5] | wQuantileLoss[0.9] | seed | epochs | num_batches | |
|---|---|---|---|---|---|---|---|---|
| 0 | 1.204344 | 0.142971 | 28.182088 | 0.129151 | 0.103648 | 42 | 100 | 100 |
| 0 | 1.355790 | 0.146165 | 21.780631 | 0.131200 | 0.095680 | 43 | 100 | 100 |
| 0 | 1.497993 | 0.149235 | 22.569800 | 0.136994 | 0.098981 | 44 | 100 | 100 |
| 0 | 1.919739 | 0.166506 | 33.174753 | 0.157721 | 0.090633 | 45 | 100 | 100 |
| 0 | 3.275640 | 0.213442 | 84.388429 | 0.221887 | 0.104425 | 46 | 100 | 100 |
| 0 | 1.606143 | 0.152812 | 25.930324 | 0.142082 | 0.100481 | 47 | 100 | 100 |
| 0 | 2.169660 | 0.181237 | 36.612989 | 0.166937 | 0.085097 | 48 | 100 | 100 |
| 0 | 1.108300 | 0.140629 | 21.553964 | 0.124761 | 0.090033 | 49 | 100 | 100 |
| 0 | 1.381627 | 0.145665 | 33.386645 | 0.131390 | 0.110511 | 50 | 100 | 100 |
| 0 | 1.704051 | 0.162464 | 42.252226 | 0.150964 | 0.099276 | 51 | 100 | 100 |
In [13]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb
[NbConvertApp] Converting notebook gluonts-use_multiple_static_feats.ipynb to html [NbConvertApp] Writing 2503176 bytes to ../html_outputs/gluonts-use_multiple_static_feats.html
In [14]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_monthly_domain", seed=i, epochs=200, batches=100)
pprint(df)
results = results.append(df)
results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.19it/s, avg_epoch_loss=7.4] INFO:root:Epoch[0] Elapsed time 5.500 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.398581 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=7.64] INFO:root:Epoch[1] Elapsed time 5.229 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.640906 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.77it/s, avg_epoch_loss=7] INFO:root:Epoch[2] Elapsed time 5.631 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.000588 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.81] INFO:root:Epoch[3] Elapsed time 5.248 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.813037 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.28it/s, avg_epoch_loss=7.42] INFO:root:Epoch[4] Elapsed time 5.471 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.423030 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.27] INFO:root:Epoch[5] Elapsed time 5.056 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.273100 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.66] INFO:root:Epoch[6] Elapsed time 5.089 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.660645 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.51] INFO:root:Epoch[7] Elapsed time 5.083 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.511830 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.49] INFO:root:Epoch[8] Elapsed time 5.164 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.492703 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=7.67] INFO:root:Epoch[9] Elapsed time 5.303 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.670946 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.77] INFO:root:Epoch[10] Elapsed time 5.183 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.765068 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.46] INFO:root:Epoch[11] Elapsed time 5.258 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.461572 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=7.16] INFO:root:Epoch[12] Elapsed time 5.332 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.161328 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.81] INFO:root:Epoch[13] Elapsed time 5.312 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.806713 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.54] INFO:root:Epoch[14] Elapsed time 5.246 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.540846 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.09] INFO:root:Epoch[15] Elapsed time 5.086 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.093170 INFO:root:Loading parameters from best epoch (5) INFO:root:Epoch[16] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=7.37] INFO:root:Epoch[16] Elapsed time 5.436 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.371460 INFO:root:Epoch[17] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.81] INFO:root:Epoch[17] Elapsed time 5.157 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.808267 INFO:root:Epoch[18] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.31] INFO:root:Epoch[18] Elapsed time 5.215 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.309860 INFO:root:Epoch[19] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.28it/s, avg_epoch_loss=6.93] INFO:root:Epoch[19] Elapsed time 5.472 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.927553 INFO:root:Epoch[20] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.18] INFO:root:Epoch[20] Elapsed time 5.094 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.175681 INFO:root:Epoch[21] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.62] INFO:root:Epoch[21] Elapsed time 5.070 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.619302 INFO:root:Epoch[22] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.35] INFO:root:Epoch[22] Elapsed time 5.106 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.349589 INFO:root:Epoch[23] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.61] INFO:root:Epoch[23] Elapsed time 5.107 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.608069 INFO:root:Epoch[24] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.6] INFO:root:Epoch[24] Elapsed time 5.323 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.603298 INFO:root:Epoch[25] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.28] INFO:root:Epoch[25] Elapsed time 5.152 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.278233 INFO:root:Epoch[26] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.84] INFO:root:Epoch[26] Elapsed time 5.244 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.839693 INFO:root:Epoch[27] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=7.07] INFO:root:Epoch[27] Elapsed time 5.340 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.066543 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.77] INFO:root:Epoch[28] Elapsed time 5.239 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.772746 INFO:root:Epoch[29] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.8] INFO:root:Epoch[29] Elapsed time 5.138 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.795595 INFO:root:Epoch[30] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.31it/s, avg_epoch_loss=7.46] INFO:root:Epoch[30] Elapsed time 5.781 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.457494 INFO:root:Epoch[31] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.61it/s, avg_epoch_loss=6.86] INFO:root:Epoch[31] Elapsed time 5.378 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.859901 INFO:root:Epoch[32] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.03] INFO:root:Epoch[32] Elapsed time 5.193 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.031264 INFO:root:Epoch[33] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.22] INFO:root:Epoch[33] Elapsed time 5.321 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.217248 INFO:root:Epoch[34] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=6.72] INFO:root:Epoch[34] Elapsed time 5.429 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.723438 INFO:root:Epoch[35] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.36] INFO:root:Epoch[35] Elapsed time 5.090 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.358543 INFO:root:Epoch[36] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.56] INFO:root:Epoch[36] Elapsed time 5.103 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.561859 INFO:root:Epoch[37] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.21] INFO:root:Epoch[37] Elapsed time 5.107 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.207662 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[38] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=7.15] INFO:root:Epoch[38] Elapsed time 5.137 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.154070 INFO:root:Epoch[39] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.67] INFO:root:Epoch[39] Elapsed time 5.315 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.674330 INFO:root:Epoch[40] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.43] INFO:root:Epoch[40] Elapsed time 5.174 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.433716 INFO:root:Epoch[41] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=7.14] INFO:root:Epoch[41] Elapsed time 5.293 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.144681 INFO:root:Epoch[42] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.38it/s, avg_epoch_loss=7.18] INFO:root:Epoch[42] Elapsed time 5.445 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.183870 INFO:root:Epoch[43] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.42] INFO:root:Epoch[43] Elapsed time 5.087 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.416991 INFO:root:Epoch[44] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=7.2] INFO:root:Epoch[44] Elapsed time 5.128 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.196224 INFO:root:Epoch[45] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.2] INFO:root:Epoch[45] Elapsed time 5.094 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.199635 INFO:root:Epoch[46] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.57] INFO:root:Epoch[46] Elapsed time 5.337 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.567661 INFO:root:Epoch[47] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.5] INFO:root:Epoch[47] Elapsed time 5.163 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.498805 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[48] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=7.75] INFO:root:Epoch[48] Elapsed time 5.406 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.748813 INFO:root:Epoch[49] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.42] INFO:root:Epoch[49] Elapsed time 5.241 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.424048 INFO:root:Epoch[50] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.53] INFO:root:Epoch[50] Elapsed time 5.057 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.529648 INFO:root:Epoch[51] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.63] INFO:root:Epoch[51] Elapsed time 5.051 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.629018 INFO:root:Epoch[52] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.11] INFO:root:Epoch[52] Elapsed time 5.144 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.109426 INFO:root:Epoch[53] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.47] INFO:root:Epoch[53] Elapsed time 5.227 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.467477 INFO:root:Epoch[54] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=7.36] INFO:root:Epoch[54] Elapsed time 5.353 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.364626 INFO:root:Epoch[55] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.48] INFO:root:Epoch[55] Elapsed time 5.243 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.481669 INFO:root:Epoch[56] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=7.2] INFO:root:Epoch[56] Elapsed time 5.192 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.195135 INFO:root:Epoch[57] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=7.14] INFO:root:Epoch[57] Elapsed time 5.324 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.137373 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[58] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.39] INFO:root:Epoch[58] Elapsed time 5.094 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.390372 INFO:root:Epoch[59] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.63] INFO:root:Epoch[59] Elapsed time 5.102 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.626653 INFO:root:Epoch[60] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.22] INFO:root:Epoch[60] Elapsed time 5.147 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.219138 INFO:root:Epoch[61] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.44] INFO:root:Epoch[61] Elapsed time 5.300 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.440205 INFO:root:Epoch[62] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.57] INFO:root:Epoch[62] Elapsed time 5.184 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.573614 INFO:root:Epoch[63] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.58it/s, avg_epoch_loss=7.44] INFO:root:Epoch[63] Elapsed time 5.384 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.436937 INFO:root:Epoch[64] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.31] INFO:root:Epoch[64] Elapsed time 5.347 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.306435 INFO:root:Epoch[65] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.37it/s, avg_epoch_loss=6.61] INFO:root:Epoch[65] Elapsed time 5.446 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.605223 INFO:root:Epoch[66] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.56] INFO:root:Epoch[66] Elapsed time 5.061 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.563822 INFO:root:Epoch[67] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.12] INFO:root:Epoch[67] Elapsed time 5.138 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.124112 INFO:root:Epoch[68] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.6] INFO:root:Epoch[68] Elapsed time 5.145 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.595477 INFO:root:Epoch[69] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.25] INFO:root:Epoch[69] Elapsed time 5.268 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=7.246777 INFO:root:Epoch[70] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.43] INFO:root:Epoch[70] Elapsed time 5.174 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.426365 INFO:root:Epoch[71] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.22] INFO:root:Epoch[71] Elapsed time 5.198 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.220737 INFO:root:Epoch[72] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7.12] INFO:root:Epoch[72] Elapsed time 5.310 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.123944 INFO:root:Epoch[73] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.38] INFO:root:Epoch[73] Elapsed time 5.078 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.379783 INFO:root:Epoch[74] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.37] INFO:root:Epoch[74] Elapsed time 5.073 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.369905 INFO:root:Epoch[75] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.1] INFO:root:Epoch[75] Elapsed time 5.144 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.101087 INFO:root:Epoch[76] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.42] INFO:root:Epoch[76] Elapsed time 5.309 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.415701 INFO:root:Epoch[77] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.51] INFO:root:Epoch[77] Elapsed time 5.201 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.509730 INFO:root:Epoch[78] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=7.31] INFO:root:Epoch[78] Elapsed time 5.407 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.307747 INFO:root:Epoch[79] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.28] INFO:root:Epoch[79] Elapsed time 5.129 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.276161 INFO:root:Epoch[80] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.56] INFO:root:Epoch[80] Elapsed time 5.042 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.557015 INFO:root:Epoch[81] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.5] INFO:root:Epoch[81] Elapsed time 5.029 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.502040 INFO:root:Epoch[82] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.05] INFO:root:Epoch[82] Elapsed time 5.105 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.045399 INFO:root:Epoch[83] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=7.52] INFO:root:Epoch[83] Elapsed time 5.087 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.522485 INFO:root:Epoch[84] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=7.26] INFO:root:Epoch[84] Elapsed time 5.242 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=7.262425 INFO:root:Epoch[85] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.34] INFO:root:Epoch[85] Elapsed time 5.165 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.339742 INFO:root:Epoch[86] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.13] INFO:root:Epoch[86] Elapsed time 5.182 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.129786 INFO:root:Epoch[87] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=7.11] INFO:root:Epoch[87] Elapsed time 5.319 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.105744 INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.31] INFO:root:Epoch[88] Elapsed time 5.098 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.311811 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.32] INFO:root:Epoch[89] Elapsed time 5.102 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.317461 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=7.05] INFO:root:Epoch[90] Elapsed time 5.171 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.052125 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.24] INFO:root:Epoch[91] Elapsed time 5.261 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.239926 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.56] INFO:root:Epoch[92] Elapsed time 5.171 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.561095 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=7.22] INFO:root:Epoch[93] Elapsed time 5.387 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.223814 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.08] INFO:root:Epoch[94] Elapsed time 5.082 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.081272 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.53] INFO:root:Epoch[95] Elapsed time 5.083 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.533938 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.37] INFO:root:Epoch[96] Elapsed time 5.051 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.370447 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.01] INFO:root:Epoch[97] Elapsed time 5.147 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.014524 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7.73] INFO:root:Epoch[98] Elapsed time 5.184 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.734460 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 16.98it/s, avg_epoch_loss=6.96] INFO:root:Epoch[99] Elapsed time 5.891 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.959573 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.4] INFO:root:Epoch[100] Elapsed time 5.192 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.395727 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.1] INFO:root:Epoch[101] Elapsed time 5.216 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.102057 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.58it/s, avg_epoch_loss=7.08] INFO:root:Epoch[102] Elapsed time 5.383 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=7.075010 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.25] INFO:root:Epoch[103] Elapsed time 5.119 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.246186 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.29] INFO:root:Epoch[104] Elapsed time 5.092 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.294892 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.96] INFO:root:Epoch[105] Elapsed time 5.230 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.955713 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.01] INFO:root:Epoch[106] Elapsed time 5.211 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.013897 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.62] INFO:root:Epoch[107] Elapsed time 5.187 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.621040 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=7.12] INFO:root:Epoch[108] Elapsed time 5.404 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.118781 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.84] INFO:root:Epoch[109] Elapsed time 5.084 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.839048 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.64] INFO:root:Epoch[110] Elapsed time 5.079 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.640016 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.22] INFO:root:Epoch[111] Elapsed time 5.064 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.224291 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.89] INFO:root:Epoch[112] Elapsed time 5.144 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.890942 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=7.81] INFO:root:Epoch[113] Elapsed time 5.233 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.806768 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.58] INFO:root:Epoch[114] Elapsed time 5.236 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.579541 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.27] INFO:root:Epoch[115] Elapsed time 5.232 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.270752 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=7.03] INFO:root:Epoch[116] Elapsed time 5.233 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.028103 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.91] INFO:root:Epoch[117] Elapsed time 5.309 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.905150 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.23] INFO:root:Epoch[118] Elapsed time 5.091 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.230706 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.13] INFO:root:Epoch[119] Elapsed time 5.085 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.129750 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.88] INFO:root:Epoch[120] Elapsed time 5.305 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.878041 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.64] INFO:root:Epoch[121] Elapsed time 5.127 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.637489 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.79] INFO:root:Epoch[122] Elapsed time 5.172 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.791866 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=7.03] INFO:root:Epoch[123] Elapsed time 5.404 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=7.033570 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.79] INFO:root:Epoch[124] Elapsed time 5.092 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.786381 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.5] INFO:root:Epoch[125] Elapsed time 5.081 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.496596 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.18] INFO:root:Epoch[126] Elapsed time 5.100 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.183126 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.06] INFO:root:Epoch[127] Elapsed time 5.152 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.062194 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.63] INFO:root:Epoch[128] Elapsed time 5.268 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.632557 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.25] INFO:root:Epoch[129] Elapsed time 5.176 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.254508 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.27] INFO:root:Epoch[130] Elapsed time 5.204 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.267484 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.99] INFO:root:Epoch[131] Elapsed time 5.247 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.988904 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.6] INFO:root:Epoch[132] Elapsed time 5.258 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.595732 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.17] INFO:root:Epoch[133] Elapsed time 5.107 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.167392 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.27it/s, avg_epoch_loss=6.97] INFO:root:Epoch[134] Elapsed time 5.792 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.966683 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.82] INFO:root:Epoch[135] Elapsed time 5.327 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.823223 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.43] INFO:root:Epoch[136] Elapsed time 5.145 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.431036 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.92] INFO:root:Epoch[137] Elapsed time 5.182 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.921084 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=6.79] INFO:root:Epoch[138] Elapsed time 5.420 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.793003 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.81] INFO:root:Epoch[139] Elapsed time 5.071 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.810667 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.4] INFO:root:Epoch[140] Elapsed time 5.059 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.402428 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.03] INFO:root:Epoch[141] Elapsed time 5.080 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.034174 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.14] INFO:root:Epoch[142] Elapsed time 5.132 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.144659 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.5] INFO:root:Epoch[143] Elapsed time 5.313 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.500586 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.06] INFO:root:Epoch[144] Elapsed time 5.131 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.061388 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.3] INFO:root:Epoch[145] Elapsed time 5.207 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.298652 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.92] INFO:root:Epoch[146] Elapsed time 5.294 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.921366 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.49] INFO:root:Epoch[147] Elapsed time 5.236 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.486312 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.21] INFO:root:Epoch[148] Elapsed time 5.119 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.210182 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.98] INFO:root:Epoch[149] Elapsed time 5.111 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.981090 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.77] INFO:root:Epoch[150] Elapsed time 5.375 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.773169 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.37] INFO:root:Epoch[151] Elapsed time 5.147 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.374150 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.91] INFO:root:Epoch[152] Elapsed time 5.180 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.911121 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=6.75] INFO:root:Epoch[153] Elapsed time 5.428 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.746911 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.78] INFO:root:Epoch[154] Elapsed time 5.111 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.775994 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.37] INFO:root:Epoch[155] Elapsed time 5.099 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.366158 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.09] INFO:root:Epoch[156] Elapsed time 5.122 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.088822 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.11] INFO:root:Epoch[157] Elapsed time 5.121 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.111780 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=7.39] INFO:root:Epoch[158] Elapsed time 5.281 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.385166 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.96] INFO:root:Epoch[159] Elapsed time 5.138 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.958007 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.38] INFO:root:Epoch[160] Elapsed time 5.202 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.377725 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.89] INFO:root:Epoch[161] Elapsed time 5.256 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.885779 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.21] INFO:root:Epoch[162] Elapsed time 5.190 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.206128 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.18] INFO:root:Epoch[163] Elapsed time 5.115 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.176632 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7] INFO:root:Epoch[164] Elapsed time 5.088 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.000943 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.7] INFO:root:Epoch[165] Elapsed time 5.323 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.703585 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.34] INFO:root:Epoch[166] Elapsed time 5.141 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.336438 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.89] INFO:root:Epoch[167] Elapsed time 5.175 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.886077 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:06<00:00, 16.25it/s, avg_epoch_loss=6.62] INFO:root:Epoch[168] Elapsed time 6.157 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.621987 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.84] INFO:root:Epoch[169] Elapsed time 5.099 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.840681 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.33] INFO:root:Epoch[170] Elapsed time 5.082 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.326747 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.96] INFO:root:Epoch[171] Elapsed time 5.095 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.961209 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.2] INFO:root:Epoch[172] Elapsed time 5.125 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.199008 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.33] INFO:root:Epoch[173] Elapsed time 5.294 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.334699 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.95] INFO:root:Epoch[174] Elapsed time 5.159 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.947340 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.37] INFO:root:Epoch[175] Elapsed time 5.207 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.372759 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.84] INFO:root:Epoch[176] Elapsed time 5.300 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.843750 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.32] INFO:root:Epoch[177] Elapsed time 5.202 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.318390 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.06] INFO:root:Epoch[178] Elapsed time 5.097 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.057237 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.96] INFO:root:Epoch[179] Elapsed time 5.100 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.958476 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.73] INFO:root:Epoch[180] Elapsed time 5.348 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.734293 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.32] INFO:root:Epoch[181] Elapsed time 5.142 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.318486 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.87] INFO:root:Epoch[182] Elapsed time 5.163 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.873399 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=6.66] INFO:root:Epoch[183] Elapsed time 5.425 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.662624 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.76] INFO:root:Epoch[184] Elapsed time 5.099 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.758452 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.3] INFO:root:Epoch[185] Elapsed time 5.098 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.296726 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.94] INFO:root:Epoch[186] Elapsed time 5.129 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.942221 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.03] INFO:root:Epoch[187] Elapsed time 5.130 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.025001 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.37] INFO:root:Epoch[188] Elapsed time 5.313 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.370945 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.9] INFO:root:Epoch[189] Elapsed time 5.144 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.899936 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.29] INFO:root:Epoch[190] Elapsed time 5.196 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.294918 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.79] INFO:root:Epoch[191] Elapsed time 5.266 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.791027 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.36] INFO:root:Epoch[192] Elapsed time 5.228 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.359550 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.09] INFO:root:Epoch[193] Elapsed time 5.092 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.090461 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.93] INFO:root:Epoch[194] Elapsed time 5.093 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.931923 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.67] INFO:root:Epoch[195] Elapsed time 5.316 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.669270 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.25] INFO:root:Epoch[196] Elapsed time 5.141 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.249203 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.87] INFO:root:Epoch[197] Elapsed time 5.188 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.866235 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=6.62] INFO:root:Epoch[198] Elapsed time 5.409 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.622500 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.73] INFO:root:Epoch[199] Elapsed time 5.065 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.725905 INFO:root:Loading parameters from best epoch (196) INFO:root:Final loss: 5.249202547073364 (occurred at epoch 196) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:42<00:00, 35.23it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.241633 0.141389 19.652276 0.127478 0.082197 seed epochs num_batches 0 42 200 100 Seed: 43
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.30it/s, avg_epoch_loss=7.49] INFO:root:Epoch[0] Elapsed time 5.468 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.486183 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.63] INFO:root:Epoch[1] Elapsed time 5.283 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.628409 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=6.89] INFO:root:Epoch[2] Elapsed time 5.433 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.886287 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.78] INFO:root:Epoch[3] Elapsed time 5.248 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.778716 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.18it/s, avg_epoch_loss=7.35] INFO:root:Epoch[4] Elapsed time 5.504 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.350446 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.38] INFO:root:Epoch[5] Elapsed time 5.139 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.377890 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.73] INFO:root:Epoch[6] Elapsed time 5.103 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.733212 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.37] INFO:root:Epoch[7] Elapsed time 5.125 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.371589 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.27] INFO:root:Epoch[8] Elapsed time 5.281 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.265570 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.72] INFO:root:Epoch[9] Elapsed time 5.312 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.718247 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.6] INFO:root:Epoch[10] Elapsed time 5.202 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.600633 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.48] INFO:root:Epoch[11] Elapsed time 5.235 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.475404 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7.16] INFO:root:Epoch[12] Elapsed time 5.311 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.157151 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.74] INFO:root:Epoch[13] Elapsed time 5.267 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.738218 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.53] INFO:root:Epoch[14] Elapsed time 5.124 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.531464 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.2] INFO:root:Epoch[15] Elapsed time 5.092 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.202143 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.92] INFO:root:Epoch[16] Elapsed time 5.337 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.919611 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.20it/s, avg_epoch_loss=5.92] INFO:root:Epoch[17] Elapsed time 5.817 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.915898 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.99] INFO:root:Epoch[18] Elapsed time 5.285 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.994655 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.29it/s, avg_epoch_loss=6.73] INFO:root:Epoch[19] Elapsed time 5.471 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.725267 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.17] INFO:root:Epoch[20] Elapsed time 5.228 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.174269 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.44] INFO:root:Epoch[21] Elapsed time 5.099 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.444652 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.27] INFO:root:Epoch[22] Elapsed time 5.152 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.265877 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.59] INFO:root:Epoch[23] Elapsed time 5.147 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.593814 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=7.31] INFO:root:Epoch[24] Elapsed time 5.326 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.314630 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.23] INFO:root:Epoch[25] Elapsed time 5.150 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.225680 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.67] INFO:root:Epoch[26] Elapsed time 5.248 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.674020 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=7] INFO:root:Epoch[27] Elapsed time 5.380 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.001115 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.26] INFO:root:Epoch[28] Elapsed time 5.139 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.264062 INFO:root:Epoch[29] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.81] INFO:root:Epoch[29] Elapsed time 5.186 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.806899 INFO:root:Epoch[30] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.06] INFO:root:Epoch[30] Elapsed time 5.146 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.064352 INFO:root:Epoch[31] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.32] INFO:root:Epoch[31] Elapsed time 5.400 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.316738 INFO:root:Epoch[32] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.25] INFO:root:Epoch[32] Elapsed time 5.179 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.246601 INFO:root:Epoch[33] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.31it/s, avg_epoch_loss=7.07] INFO:root:Epoch[33] Elapsed time 5.465 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.065149 INFO:root:Epoch[34] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=6] INFO:root:Epoch[34] Elapsed time 5.298 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.995336 INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.35] INFO:root:Epoch[35] Elapsed time 5.100 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.350445 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.21] INFO:root:Epoch[36] Elapsed time 5.097 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.214602 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.86] INFO:root:Epoch[37] Elapsed time 5.197 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.864754 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=7.29] INFO:root:Epoch[38] Elapsed time 5.260 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.290278 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.76] INFO:root:Epoch[39] Elapsed time 5.249 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.760470 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.15] INFO:root:Epoch[40] Elapsed time 5.257 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.148478 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.86] INFO:root:Epoch[41] Elapsed time 5.214 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.856472 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.9] INFO:root:Epoch[42] Elapsed time 5.346 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.901350 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.88] INFO:root:Epoch[43] Elapsed time 5.216 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.881869 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.04] INFO:root:Epoch[44] Elapsed time 5.111 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.039008 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.83] INFO:root:Epoch[45] Elapsed time 5.246 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.825212 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.83] INFO:root:Epoch[46] Elapsed time 5.244 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.831881 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.49] INFO:root:Epoch[47] Elapsed time 5.199 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.485888 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.34it/s, avg_epoch_loss=6.94] INFO:root:Epoch[48] Elapsed time 5.457 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.935315 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.58] INFO:root:Epoch[49] Elapsed time 5.088 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.577070 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.43] INFO:root:Epoch[50] Elapsed time 5.202 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.433392 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.05] INFO:root:Epoch[51] Elapsed time 5.299 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.053796 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.99it/s, avg_epoch_loss=5.81] INFO:root:Epoch[52] Elapsed time 5.560 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.805033 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=7.45] INFO:root:Epoch[53] Elapsed time 5.301 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.453597 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.3] INFO:root:Epoch[54] Elapsed time 5.210 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.302703 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.06] INFO:root:Epoch[55] Elapsed time 5.278 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.063661 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.83] INFO:root:Epoch[56] Elapsed time 5.242 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.828580 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.64] INFO:root:Epoch[57] Elapsed time 5.284 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.636000 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.93] INFO:root:Epoch[58] Elapsed time 5.114 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.925900 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.91] INFO:root:Epoch[59] Elapsed time 5.133 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.911613 INFO:root:Loading parameters from best epoch (49) INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.95] INFO:root:Epoch[60] Elapsed time 5.338 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.950955 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.5] INFO:root:Epoch[61] Elapsed time 5.191 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.500806 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.61] INFO:root:Epoch[62] Elapsed time 5.217 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.610410 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=6.89] INFO:root:Epoch[63] Elapsed time 5.408 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.889220 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.61] INFO:root:Epoch[64] Elapsed time 5.154 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.607558 INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.37] INFO:root:Epoch[65] Elapsed time 5.057 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.366413 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.97] INFO:root:Epoch[66] Elapsed time 5.129 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.968252 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.81] INFO:root:Epoch[67] Elapsed time 5.164 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.813942 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=7.63] INFO:root:Epoch[68] Elapsed time 5.336 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.626311 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.23] INFO:root:Epoch[69] Elapsed time 5.181 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.229227 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.12] INFO:root:Epoch[70] Elapsed time 5.313 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.117231 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=6.86] INFO:root:Epoch[71] Elapsed time 5.391 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.859622 INFO:root:Loading parameters from best epoch (61) INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=6.79] INFO:root:Epoch[72] Elapsed time 5.370 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.790780 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.02] INFO:root:Epoch[73] Elapsed time 5.143 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.022945 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.01] INFO:root:Epoch[74] Elapsed time 5.147 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.007025 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.72] INFO:root:Epoch[75] Elapsed time 5.316 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.715596 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.38] INFO:root:Epoch[76] Elapsed time 5.233 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.382067 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.68] INFO:root:Epoch[77] Elapsed time 5.166 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.676307 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=6.84] INFO:root:Epoch[78] Elapsed time 5.416 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.842078 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.68] INFO:root:Epoch[79] Elapsed time 5.155 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.682842 INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.4] INFO:root:Epoch[80] Elapsed time 5.130 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.400047 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.99] INFO:root:Epoch[81] Elapsed time 5.224 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.991262 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.9] INFO:root:Epoch[82] Elapsed time 5.140 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.904985 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=7.76] INFO:root:Epoch[83] Elapsed time 5.422 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.759423 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.18] INFO:root:Epoch[84] Elapsed time 5.164 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.175308 INFO:root:Epoch[85] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.16] INFO:root:Epoch[85] Elapsed time 5.198 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.157563 INFO:root:Epoch[86] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 16.69it/s, avg_epoch_loss=6.87] INFO:root:Epoch[86] Elapsed time 5.994 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.870378 INFO:root:Loading parameters from best epoch (76) INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.75] INFO:root:Epoch[87] Elapsed time 5.306 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.745471 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.97] INFO:root:Epoch[88] Elapsed time 5.106 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.967289 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=7.03] INFO:root:Epoch[89] Elapsed time 5.191 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.026993 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.73] INFO:root:Epoch[90] Elapsed time 5.319 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.726606 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.44] INFO:root:Epoch[91] Elapsed time 5.152 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.443520 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.67] INFO:root:Epoch[92] Elapsed time 5.305 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.671529 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.16it/s, avg_epoch_loss=6.89] INFO:root:Epoch[93] Elapsed time 5.509 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.894044 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.69] INFO:root:Epoch[94] Elapsed time 5.119 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.692006 INFO:root:Epoch[95] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.41] INFO:root:Epoch[95] Elapsed time 5.195 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.407767 INFO:root:Epoch[96] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=5.97] INFO:root:Epoch[96] Elapsed time 5.252 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.967221 INFO:root:Loading parameters from best epoch (76) INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.88] INFO:root:Epoch[97] Elapsed time 5.139 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.884427 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=7.97] INFO:root:Epoch[98] Elapsed time 5.348 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.970192 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.08] INFO:root:Epoch[99] Elapsed time 5.148 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.081875 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.19] INFO:root:Epoch[100] Elapsed time 5.226 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.189308 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.89] INFO:root:Epoch[101] Elapsed time 5.284 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.894657 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.31it/s, avg_epoch_loss=6.67] INFO:root:Epoch[102] Elapsed time 5.464 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.672359 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.07] INFO:root:Epoch[103] Elapsed time 5.201 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.065518 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.96] INFO:root:Epoch[104] Elapsed time 5.089 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.955838 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=6.7] INFO:root:Epoch[105] Elapsed time 5.427 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.698804 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.39] INFO:root:Epoch[106] Elapsed time 5.126 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.392980 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.82] INFO:root:Epoch[107] Elapsed time 5.167 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.821882 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.08it/s, avg_epoch_loss=6.79] INFO:root:Epoch[108] Elapsed time 5.536 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.788321 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.77] INFO:root:Epoch[109] Elapsed time 5.077 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.767669 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.42] INFO:root:Epoch[110] Elapsed time 5.085 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.416820 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.99] INFO:root:Epoch[111] Elapsed time 5.121 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.987757 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.87] INFO:root:Epoch[112] Elapsed time 5.141 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.870271 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.9] INFO:root:Epoch[113] Elapsed time 5.313 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.902496 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.14] INFO:root:Epoch[114] Elapsed time 5.159 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.144544 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.15] INFO:root:Epoch[115] Elapsed time 5.239 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.153308 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=6.87] INFO:root:Epoch[116] Elapsed time 5.291 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.873370 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.49] INFO:root:Epoch[117] Elapsed time 5.286 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.485925 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.1] INFO:root:Epoch[118] Elapsed time 5.156 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.103428 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.97] INFO:root:Epoch[119] Elapsed time 5.237 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.967641 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:06<00:00, 16.45it/s, avg_epoch_loss=6.62] INFO:root:Epoch[120] Elapsed time 6.083 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.621596 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.3] INFO:root:Epoch[121] Elapsed time 5.183 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.301639 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.89] INFO:root:Epoch[122] Elapsed time 5.206 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.892490 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.25it/s, avg_epoch_loss=6.54] INFO:root:Epoch[123] Elapsed time 5.481 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.541239 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.91] INFO:root:Epoch[124] Elapsed time 5.138 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.912125 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.31] INFO:root:Epoch[125] Elapsed time 5.169 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.310740 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.94] INFO:root:Epoch[126] Elapsed time 5.151 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.939867 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.14] INFO:root:Epoch[127] Elapsed time 5.108 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.140424 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=7.65] INFO:root:Epoch[128] Elapsed time 5.394 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.654045 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.96] INFO:root:Epoch[129] Elapsed time 5.148 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.961039 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.38] INFO:root:Epoch[130] Elapsed time 5.240 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.381773 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.87] INFO:root:Epoch[131] Elapsed time 5.268 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.869369 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.26] INFO:root:Epoch[132] Elapsed time 5.294 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.262748 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.11] INFO:root:Epoch[133] Elapsed time 5.223 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.111702 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.04] INFO:root:Epoch[134] Elapsed time 5.207 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.042021 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.51] INFO:root:Epoch[135] Elapsed time 5.347 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.509047 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.31] INFO:root:Epoch[136] Elapsed time 5.153 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.309219 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.86] INFO:root:Epoch[137] Elapsed time 5.271 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.864757 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=6.56] INFO:root:Epoch[138] Elapsed time 5.405 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.564505 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.86] INFO:root:Epoch[139] Elapsed time 5.064 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.864627 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.32] INFO:root:Epoch[140] Elapsed time 5.245 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.322775 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.88] INFO:root:Epoch[141] Elapsed time 5.154 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.877679 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.19] INFO:root:Epoch[142] Elapsed time 5.133 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.190498 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.66it/s, avg_epoch_loss=7.66] INFO:root:Epoch[143] Elapsed time 5.360 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.660368 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=5.91] INFO:root:Epoch[144] Elapsed time 5.265 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.905882 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.45] INFO:root:Epoch[145] Elapsed time 5.138 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.452033 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=6.86] INFO:root:Epoch[146] Elapsed time 5.291 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.860864 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.24] INFO:root:Epoch[147] Elapsed time 5.208 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.243243 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.13] INFO:root:Epoch[148] Elapsed time 5.083 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.129008 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=7.05] INFO:root:Epoch[149] Elapsed time 5.081 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.047023 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=6.4] INFO:root:Epoch[150] Elapsed time 5.395 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.395045 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.37] INFO:root:Epoch[151] Elapsed time 5.173 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.374862 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.94] INFO:root:Epoch[152] Elapsed time 5.317 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.936078 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.91it/s, avg_epoch_loss=6.4] INFO:root:Epoch[153] Elapsed time 5.586 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.403793 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.63it/s, avg_epoch_loss=5.93] INFO:root:Epoch[154] Elapsed time 5.675 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.931946 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.23] INFO:root:Epoch[155] Elapsed time 5.077 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.231549 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.88] INFO:root:Epoch[156] Elapsed time 5.097 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.876813 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.14] INFO:root:Epoch[157] Elapsed time 5.196 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.140158 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=7.62] INFO:root:Epoch[158] Elapsed time 5.273 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.623625 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.86] INFO:root:Epoch[159] Elapsed time 5.136 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.860625 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.41] INFO:root:Epoch[160] Elapsed time 5.218 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.414825 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.83] INFO:root:Epoch[161] Elapsed time 5.322 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.832194 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.24] INFO:root:Epoch[162] Elapsed time 5.174 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.241916 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.15] INFO:root:Epoch[163] Elapsed time 5.225 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.153112 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.07] INFO:root:Epoch[164] Elapsed time 5.153 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.067344 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.28it/s, avg_epoch_loss=6.27] INFO:root:Epoch[165] Elapsed time 5.473 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.274997 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.42] INFO:root:Epoch[166] Elapsed time 5.203 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.422394 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.87] INFO:root:Epoch[167] Elapsed time 5.200 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.866346 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=6.29] INFO:root:Epoch[168] Elapsed time 5.419 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.289097 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.96] INFO:root:Epoch[169] Elapsed time 5.142 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.958196 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.19] INFO:root:Epoch[170] Elapsed time 5.164 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.193815 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.81] INFO:root:Epoch[171] Elapsed time 5.237 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.810365 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.39] INFO:root:Epoch[172] Elapsed time 5.079 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.390882 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.47] INFO:root:Epoch[173] Elapsed time 5.212 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.473837 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.81] INFO:root:Epoch[174] Elapsed time 5.212 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.810101 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.47] INFO:root:Epoch[175] Elapsed time 5.214 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.468261 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=7.04] INFO:root:Epoch[176] Elapsed time 5.448 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=7.036760 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.82] INFO:root:Epoch[177] Elapsed time 5.061 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.817293 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.31] INFO:root:Epoch[178] Elapsed time 5.087 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.312512 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.99] INFO:root:Epoch[179] Elapsed time 5.201 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.994046 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.14] INFO:root:Epoch[180] Elapsed time 5.346 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.135708 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.52] INFO:root:Epoch[181] Elapsed time 5.174 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.515152 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.87] INFO:root:Epoch[182] Elapsed time 5.181 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.868369 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=6.19] INFO:root:Epoch[183] Elapsed time 5.416 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.194316 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.97] INFO:root:Epoch[184] Elapsed time 5.206 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.970701 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.19] INFO:root:Epoch[185] Elapsed time 5.084 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.185971 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.71] INFO:root:Epoch[186] Elapsed time 5.134 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.713374 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.47] INFO:root:Epoch[187] Elapsed time 5.120 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.471751 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=7.35] INFO:root:Epoch[188] Elapsed time 5.399 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.348977 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.65it/s, avg_epoch_loss=5.8] INFO:root:Epoch[189] Elapsed time 5.667 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.799944 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.57] INFO:root:Epoch[190] Elapsed time 5.327 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.574462 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.34it/s, avg_epoch_loss=7] INFO:root:Epoch[191] Elapsed time 5.455 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=7.004574 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.76] INFO:root:Epoch[192] Elapsed time 5.126 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.757087 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.45] INFO:root:Epoch[193] Elapsed time 5.241 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.454170 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.82] INFO:root:Epoch[194] Elapsed time 5.129 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.822874 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.04] INFO:root:Epoch[195] Elapsed time 5.307 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.035582 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.78] INFO:root:Epoch[196] Elapsed time 5.249 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.783107 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.85] INFO:root:Epoch[197] Elapsed time 5.298 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.854362 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=5.96] INFO:root:Epoch[198] Elapsed time 5.335 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.958294 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.08] INFO:root:Epoch[199] Elapsed time 5.155 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.083044 INFO:root:Loading parameters from best epoch (121) INFO:root:Final loss: 5.301638998985291 (occurred at epoch 121) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:36<00:00, 35.38it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 1.408761 0.14807 19.784061 0.133877 0.091929 43 epochs num_batches 0 200 100 Seed: 44
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.33it/s, avg_epoch_loss=7.4] INFO:root:Epoch[0] Elapsed time 5.461 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.395054 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=7.63] INFO:root:Epoch[1] Elapsed time 5.249 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.627983 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.48it/s, avg_epoch_loss=7.19] INFO:root:Epoch[2] Elapsed time 5.414 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.191868 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.9] INFO:root:Epoch[3] Elapsed time 5.277 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.896781 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 16.44it/s, avg_epoch_loss=7.36] INFO:root:Epoch[4] Elapsed time 6.086 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.363979 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.48] INFO:root:Epoch[5] Elapsed time 5.173 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.478218 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.82] INFO:root:Epoch[6] Elapsed time 5.112 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.821577 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.48] INFO:root:Epoch[7] Elapsed time 5.098 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.481423 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.47] INFO:root:Epoch[8] Elapsed time 5.163 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.474567 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.69] INFO:root:Epoch[9] Elapsed time 5.282 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.686640 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.58] INFO:root:Epoch[10] Elapsed time 5.142 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.581468 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.62] INFO:root:Epoch[11] Elapsed time 5.223 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.616612 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.34it/s, avg_epoch_loss=7.06] INFO:root:Epoch[12] Elapsed time 5.456 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.059598 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.66] INFO:root:Epoch[13] Elapsed time 5.195 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.657006 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.48] INFO:root:Epoch[14] Elapsed time 5.233 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.480380 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.25] INFO:root:Epoch[15] Elapsed time 5.103 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.249626 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.63it/s, avg_epoch_loss=6.67] INFO:root:Epoch[16] Elapsed time 5.373 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.671521 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.29] INFO:root:Epoch[17] Elapsed time 5.150 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.285526 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.92] INFO:root:Epoch[18] Elapsed time 5.194 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.915921 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.66it/s, avg_epoch_loss=6.62] INFO:root:Epoch[19] Elapsed time 5.361 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.618585 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.19] INFO:root:Epoch[20] Elapsed time 5.083 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.194461 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.4] INFO:root:Epoch[21] Elapsed time 5.110 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.403282 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.08] INFO:root:Epoch[22] Elapsed time 5.287 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.084202 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.7] INFO:root:Epoch[23] Elapsed time 5.130 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.701083 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=7.25] INFO:root:Epoch[24] Elapsed time 5.343 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.245367 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.11] INFO:root:Epoch[25] Elapsed time 5.172 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.111788 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.77] INFO:root:Epoch[26] Elapsed time 5.242 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.769578 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.32it/s, avg_epoch_loss=6.96] INFO:root:Epoch[27] Elapsed time 5.462 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.959937 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.12] INFO:root:Epoch[28] Elapsed time 5.141 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.122504 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.7] INFO:root:Epoch[29] Elapsed time 5.101 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.702176 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.02] INFO:root:Epoch[30] Elapsed time 5.243 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.020493 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.4] INFO:root:Epoch[31] Elapsed time 5.341 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.404513 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.16] INFO:root:Epoch[32] Elapsed time 5.166 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.156232 INFO:root:Loading parameters from best epoch (22) INFO:root:Epoch[33] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.09] INFO:root:Epoch[33] Elapsed time 5.292 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.088486 INFO:root:Epoch[34] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.14] INFO:root:Epoch[34] Elapsed time 5.309 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.138239 INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.22] INFO:root:Epoch[35] Elapsed time 5.236 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.217446 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.3] INFO:root:Epoch[36] Elapsed time 5.063 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.296382 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.81] INFO:root:Epoch[37] Elapsed time 5.129 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.814704 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.16it/s, avg_epoch_loss=6.87] INFO:root:Epoch[38] Elapsed time 5.509 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.873920 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.63it/s, avg_epoch_loss=7.09] INFO:root:Epoch[39] Elapsed time 5.675 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.090139 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.1] INFO:root:Epoch[40] Elapsed time 5.175 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.098332 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.84] INFO:root:Epoch[41] Elapsed time 5.222 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.840997 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.9] INFO:root:Epoch[42] Elapsed time 5.339 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.902789 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6] INFO:root:Epoch[43] Elapsed time 5.067 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.996356 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.05] INFO:root:Epoch[44] Elapsed time 5.113 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.048154 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.93] INFO:root:Epoch[45] Elapsed time 5.155 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.933828 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.06] INFO:root:Epoch[46] Elapsed time 5.315 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.064259 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.23] INFO:root:Epoch[47] Elapsed time 5.195 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.228738 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=7.15] INFO:root:Epoch[48] Elapsed time 5.409 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.145646 INFO:root:Epoch[49] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.81] INFO:root:Epoch[49] Elapsed time 5.133 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.813437 INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.26] INFO:root:Epoch[50] Elapsed time 5.141 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.259434 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.12] INFO:root:Epoch[51] Elapsed time 5.066 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.119110 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.69] INFO:root:Epoch[52] Elapsed time 5.135 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.688287 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=7.29] INFO:root:Epoch[53] Elapsed time 5.230 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.294467 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.79] INFO:root:Epoch[54] Elapsed time 5.299 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.788808 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.11] INFO:root:Epoch[55] Elapsed time 5.236 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.107789 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.86] INFO:root:Epoch[56] Elapsed time 5.214 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.864036 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=6.91] INFO:root:Epoch[57] Elapsed time 5.353 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.907799 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.88] INFO:root:Epoch[58] Elapsed time 5.109 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.883183 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.06] INFO:root:Epoch[59] Elapsed time 5.129 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.060267 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.91] INFO:root:Epoch[60] Elapsed time 5.190 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.910928 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.01] INFO:root:Epoch[61] Elapsed time 5.307 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.012575 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.25] INFO:root:Epoch[62] Elapsed time 5.198 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.251620 INFO:root:Loading parameters from best epoch (52) INFO:root:Epoch[63] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.11it/s, avg_epoch_loss=7.09] INFO:root:Epoch[63] Elapsed time 5.525 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.094474 INFO:root:Epoch[64] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.66] INFO:root:Epoch[64] Elapsed time 5.112 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.657142 INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.27] INFO:root:Epoch[65] Elapsed time 5.080 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.274531 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.93] INFO:root:Epoch[66] Elapsed time 5.130 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.927498 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.71] INFO:root:Epoch[67] Elapsed time 5.207 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.705129 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.51] INFO:root:Epoch[68] Elapsed time 5.239 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.507196 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.71] INFO:root:Epoch[69] Elapsed time 5.247 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.714647 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.22] INFO:root:Epoch[70] Elapsed time 5.281 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.223804 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.89] INFO:root:Epoch[71] Elapsed time 5.350 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.894561 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.82] INFO:root:Epoch[72] Elapsed time 5.344 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.818447 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 17.31it/s, avg_epoch_loss=5.9] INFO:root:Epoch[73] Elapsed time 5.779 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.896064 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.23] INFO:root:Epoch[74] Elapsed time 5.104 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.227352 INFO:root:Loading parameters from best epoch (64) INFO:root:Epoch[75] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.01] INFO:root:Epoch[75] Elapsed time 5.264 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.008528 INFO:root:Epoch[76] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.93] INFO:root:Epoch[76] Elapsed time 5.190 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.928480 INFO:root:Epoch[77] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.4] INFO:root:Epoch[77] Elapsed time 5.251 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.400287 INFO:root:Epoch[78] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.20it/s, avg_epoch_loss=6.92] INFO:root:Epoch[78] Elapsed time 5.496 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.924526 INFO:root:Epoch[79] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.54] INFO:root:Epoch[79] Elapsed time 5.094 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.542786 INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.41] INFO:root:Epoch[80] Elapsed time 5.098 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.412553 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.92] INFO:root:Epoch[81] Elapsed time 5.117 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.916517 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.72] INFO:root:Epoch[82] Elapsed time 5.227 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.715087 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.67] INFO:root:Epoch[83] Elapsed time 5.243 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.673833 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.62] INFO:root:Epoch[84] Elapsed time 5.227 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.623546 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.25] INFO:root:Epoch[85] Elapsed time 5.218 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.246886 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.84] INFO:root:Epoch[86] Elapsed time 5.308 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.839861 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.85] INFO:root:Epoch[87] Elapsed time 5.311 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.847508 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.92] INFO:root:Epoch[88] Elapsed time 5.094 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.924882 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7.23] INFO:root:Epoch[89] Elapsed time 5.186 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.225730 INFO:root:Loading parameters from best epoch (79) INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.94] INFO:root:Epoch[90] Elapsed time 5.251 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.939602 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.88] INFO:root:Epoch[91] Elapsed time 5.224 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.877090 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.35] INFO:root:Epoch[92] Elapsed time 5.181 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.349670 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.33it/s, avg_epoch_loss=7] INFO:root:Epoch[93] Elapsed time 5.457 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.997403 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.47] INFO:root:Epoch[94] Elapsed time 5.120 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.466085 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.34] INFO:root:Epoch[95] Elapsed time 5.113 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.338636 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.96] INFO:root:Epoch[96] Elapsed time 5.097 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.959326 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.78] INFO:root:Epoch[97] Elapsed time 5.224 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.782107 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7.93] INFO:root:Epoch[98] Elapsed time 5.311 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.925543 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.38] INFO:root:Epoch[99] Elapsed time 5.193 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.382723 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.23] INFO:root:Epoch[100] Elapsed time 5.211 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.229890 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.91] INFO:root:Epoch[101] Elapsed time 5.214 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.912958 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.77] INFO:root:Epoch[102] Elapsed time 5.390 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.773124 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.05] INFO:root:Epoch[103] Elapsed time 5.100 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.054107 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=7.22] INFO:root:Epoch[104] Elapsed time 5.097 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.221759 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=6.79] INFO:root:Epoch[105] Elapsed time 5.392 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.791323 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.79] INFO:root:Epoch[106] Elapsed time 5.165 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.787382 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 16.87it/s, avg_epoch_loss=6.63] INFO:root:Epoch[107] Elapsed time 5.933 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.626927 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.38it/s, avg_epoch_loss=6.9] INFO:root:Epoch[108] Elapsed time 5.444 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.901491 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.54] INFO:root:Epoch[109] Elapsed time 5.187 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.537850 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.32] INFO:root:Epoch[110] Elapsed time 5.207 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.320885 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.94] INFO:root:Epoch[111] Elapsed time 5.123 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.944154 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.93] INFO:root:Epoch[112] Elapsed time 5.209 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.925592 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.38it/s, avg_epoch_loss=7.89] INFO:root:Epoch[113] Elapsed time 5.444 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.887655 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.25] INFO:root:Epoch[114] Elapsed time 5.185 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.247753 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.2] INFO:root:Epoch[115] Elapsed time 5.192 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.201101 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.97] INFO:root:Epoch[116] Elapsed time 5.243 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.972680 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.59] INFO:root:Epoch[117] Elapsed time 5.263 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.588319 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.07] INFO:root:Epoch[118] Elapsed time 5.092 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.074634 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.2] INFO:root:Epoch[119] Elapsed time 5.085 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.202229 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=6.86] INFO:root:Epoch[120] Elapsed time 5.419 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.860548 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.68] INFO:root:Epoch[121] Elapsed time 5.202 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.678399 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.6] INFO:root:Epoch[122] Elapsed time 5.206 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.604774 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.24it/s, avg_epoch_loss=6.8] INFO:root:Epoch[123] Elapsed time 5.484 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.796852 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.56] INFO:root:Epoch[124] Elapsed time 5.110 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.562031 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.3] INFO:root:Epoch[125] Elapsed time 5.209 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.295391 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.91] INFO:root:Epoch[126] Elapsed time 5.067 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.911130 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.82] INFO:root:Epoch[127] Elapsed time 5.139 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.824851 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.82] INFO:root:Epoch[128] Elapsed time 5.283 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.823838 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.25] INFO:root:Epoch[129] Elapsed time 5.146 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.245462 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.14] INFO:root:Epoch[130] Elapsed time 5.182 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.135625 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.91] INFO:root:Epoch[131] Elapsed time 5.244 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.909780 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.59] INFO:root:Epoch[132] Elapsed time 5.269 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.589693 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.09] INFO:root:Epoch[133] Elapsed time 5.123 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.092543 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.12] INFO:root:Epoch[134] Elapsed time 5.094 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.122725 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.82] INFO:root:Epoch[135] Elapsed time 5.328 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.816082 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.58] INFO:root:Epoch[136] Elapsed time 5.166 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.580944 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.65] INFO:root:Epoch[137] Elapsed time 5.170 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.650888 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=6.82] INFO:root:Epoch[138] Elapsed time 5.408 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.819280 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.52] INFO:root:Epoch[139] Elapsed time 5.085 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.517578 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.3] INFO:root:Epoch[140] Elapsed time 5.102 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.299695 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.92] INFO:root:Epoch[141] Elapsed time 5.220 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.923484 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.67it/s, avg_epoch_loss=5.81] INFO:root:Epoch[142] Elapsed time 5.663 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.810714 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.8] INFO:root:Epoch[143] Elapsed time 5.266 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.800140 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.26] INFO:root:Epoch[144] Elapsed time 5.131 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.256095 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.14] INFO:root:Epoch[145] Elapsed time 5.204 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.142423 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.9] INFO:root:Epoch[146] Elapsed time 5.202 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.904559 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.68] INFO:root:Epoch[147] Elapsed time 5.326 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.678013 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.95] INFO:root:Epoch[148] Elapsed time 5.105 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.946900 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.11] INFO:root:Epoch[149] Elapsed time 5.117 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.110962 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.83] INFO:root:Epoch[150] Elapsed time 5.297 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.834990 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.65] INFO:root:Epoch[151] Elapsed time 5.123 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.648127 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.42] INFO:root:Epoch[152] Elapsed time 5.174 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.419054 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=6.84] INFO:root:Epoch[153] Elapsed time 5.404 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.835776 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.52] INFO:root:Epoch[154] Elapsed time 5.074 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.516121 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.3] INFO:root:Epoch[155] Elapsed time 5.057 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.297817 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.85] INFO:root:Epoch[156] Elapsed time 5.066 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.850451 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.63] INFO:root:Epoch[157] Elapsed time 5.151 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.629592 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=7.74] INFO:root:Epoch[158] Elapsed time 5.231 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.738316 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.46] INFO:root:Epoch[159] Elapsed time 5.230 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.457709 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.1] INFO:root:Epoch[160] Elapsed time 5.178 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.102139 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.86] INFO:root:Epoch[161] Elapsed time 5.199 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.857498 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.77] INFO:root:Epoch[162] Elapsed time 5.307 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.770451 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.83] INFO:root:Epoch[163] Elapsed time 5.115 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.831980 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.2] INFO:root:Epoch[164] Elapsed time 5.102 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.202014 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.78] INFO:root:Epoch[165] Elapsed time 5.295 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.784195 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.72] INFO:root:Epoch[166] Elapsed time 5.207 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.715055 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.35] INFO:root:Epoch[167] Elapsed time 5.165 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.353111 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=6.83] INFO:root:Epoch[168] Elapsed time 5.450 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.834238 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.44] INFO:root:Epoch[169] Elapsed time 5.088 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.443152 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.34] INFO:root:Epoch[170] Elapsed time 5.075 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.343123 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.88] INFO:root:Epoch[171] Elapsed time 5.090 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.877911 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.63] INFO:root:Epoch[172] Elapsed time 5.146 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.627712 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.69] INFO:root:Epoch[173] Elapsed time 5.216 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.689256 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.41] INFO:root:Epoch[174] Elapsed time 5.201 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.410577 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=6.06] INFO:root:Epoch[175] Elapsed time 5.291 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.064759 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 16.81it/s, avg_epoch_loss=6.76] INFO:root:Epoch[176] Elapsed time 5.952 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.758082 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.69] INFO:root:Epoch[177] Elapsed time 5.297 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.690521 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.77] INFO:root:Epoch[178] Elapsed time 5.179 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.771160 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=7.18] INFO:root:Epoch[179] Elapsed time 5.136 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.176558 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.82] INFO:root:Epoch[180] Elapsed time 5.312 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.817597 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.59] INFO:root:Epoch[181] Elapsed time 5.150 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.593709 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.36] INFO:root:Epoch[182] Elapsed time 5.176 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.359749 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=6.91] INFO:root:Epoch[183] Elapsed time 5.441 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.908512 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.41] INFO:root:Epoch[184] Elapsed time 5.109 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.410221 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.34] INFO:root:Epoch[185] Elapsed time 5.166 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.343357 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.9] INFO:root:Epoch[186] Elapsed time 5.105 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.904020 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.65] INFO:root:Epoch[187] Elapsed time 5.159 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.653259 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=7.7] INFO:root:Epoch[188] Elapsed time 5.334 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.702144 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.26] INFO:root:Epoch[189] Elapsed time 5.184 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.257110 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.07] INFO:root:Epoch[190] Elapsed time 5.272 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.065404 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.78] INFO:root:Epoch[191] Elapsed time 5.229 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.778499 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.61] INFO:root:Epoch[192] Elapsed time 5.316 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.612046 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.96] INFO:root:Epoch[193] Elapsed time 5.115 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.964571 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.05] INFO:root:Epoch[194] Elapsed time 5.102 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.048221 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.74] INFO:root:Epoch[195] Elapsed time 5.314 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.744453 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.49] INFO:root:Epoch[196] Elapsed time 5.137 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.491912 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.49] INFO:root:Epoch[197] Elapsed time 5.180 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.486611 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.18it/s, avg_epoch_loss=6.8] INFO:root:Epoch[198] Elapsed time 5.503 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.800216 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.42] INFO:root:Epoch[199] Elapsed time 5.224 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.419912 INFO:root:Loading parameters from best epoch (184) INFO:root:Final loss: 5.410221085548401 (occurred at epoch 184) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:38<00:00, 35.34it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 1.354429 0.144465 19.2277 0.131137 0.087547 44 epochs num_batches 0 200 100 Seed: 45
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.33it/s, avg_epoch_loss=7.68] INFO:root:Epoch[0] Elapsed time 5.458 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.680838 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.66] INFO:root:Epoch[1] Elapsed time 5.245 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.662108 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=7.03] INFO:root:Epoch[2] Elapsed time 5.371 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.034881 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.84] INFO:root:Epoch[3] Elapsed time 5.128 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.839742 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.25it/s, avg_epoch_loss=7.46] INFO:root:Epoch[4] Elapsed time 5.480 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.463738 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.8] INFO:root:Epoch[5] Elapsed time 5.089 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.799667 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.88] INFO:root:Epoch[6] Elapsed time 5.092 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.877238 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.61] INFO:root:Epoch[7] Elapsed time 5.135 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.606140 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.44] INFO:root:Epoch[8] Elapsed time 5.111 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.437067 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=7.77] INFO:root:Epoch[9] Elapsed time 5.186 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.766144 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.74] INFO:root:Epoch[10] Elapsed time 5.146 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.744996 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.59] INFO:root:Epoch[11] Elapsed time 5.160 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.587553 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.15] INFO:root:Epoch[12] Elapsed time 5.285 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.154492 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.91] INFO:root:Epoch[13] Elapsed time 5.245 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.910587 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.58] INFO:root:Epoch[14] Elapsed time 5.026 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.581838 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=7.1] INFO:root:Epoch[15] Elapsed time 5.034 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.099734 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.97] INFO:root:Epoch[16] Elapsed time 5.303 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.974673 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.02] INFO:root:Epoch[17] Elapsed time 5.138 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.019064 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.01] INFO:root:Epoch[18] Elapsed time 5.149 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.014254 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=6.8] INFO:root:Epoch[19] Elapsed time 5.426 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.800376 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.31] INFO:root:Epoch[20] Elapsed time 5.037 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.311613 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.48] INFO:root:Epoch[21] Elapsed time 5.040 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.480212 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.4] INFO:root:Epoch[22] Elapsed time 5.116 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.404334 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.6] INFO:root:Epoch[23] Elapsed time 5.093 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.595494 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=7.35] INFO:root:Epoch[24] Elapsed time 5.253 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.351882 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.25] INFO:root:Epoch[25] Elapsed time 5.162 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.249819 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.12it/s, avg_epoch_loss=6.64] INFO:root:Epoch[26] Elapsed time 5.844 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.644680 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.58it/s, avg_epoch_loss=7.1] INFO:root:Epoch[27] Elapsed time 5.388 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.095162 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.36] INFO:root:Epoch[28] Elapsed time 5.088 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.363142 INFO:root:Epoch[29] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.71] INFO:root:Epoch[29] Elapsed time 5.076 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.705460 INFO:root:Epoch[30] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=7.17] INFO:root:Epoch[30] Elapsed time 5.024 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.170399 INFO:root:Epoch[31] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.46] INFO:root:Epoch[31] Elapsed time 5.261 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.462064 INFO:root:Epoch[32] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6] INFO:root:Epoch[32] Elapsed time 5.135 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.999145 INFO:root:Epoch[33] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.97] INFO:root:Epoch[33] Elapsed time 5.169 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.974921 INFO:root:Epoch[34] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.56] INFO:root:Epoch[34] Elapsed time 5.348 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.563771 INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.22] INFO:root:Epoch[35] Elapsed time 5.086 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.223466 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.49] INFO:root:Epoch[36] Elapsed time 5.044 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.492048 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.04] INFO:root:Epoch[37] Elapsed time 5.108 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.036245 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.72] INFO:root:Epoch[38] Elapsed time 5.157 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.724943 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=7.26] INFO:root:Epoch[39] Elapsed time 5.257 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.255112 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.07] INFO:root:Epoch[40] Elapsed time 5.110 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.068916 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.81] INFO:root:Epoch[41] Elapsed time 5.238 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.812945 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.98] INFO:root:Epoch[42] Elapsed time 5.330 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.976686 INFO:root:Loading parameters from best epoch (32) INFO:root:Epoch[43] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.04] INFO:root:Epoch[43] Elapsed time 5.072 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.035803 INFO:root:Epoch[44] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.8] INFO:root:Epoch[44] Elapsed time 5.063 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.799049 INFO:root:Epoch[45] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.92] INFO:root:Epoch[45] Elapsed time 5.062 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.924005 INFO:root:Epoch[46] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.2] INFO:root:Epoch[46] Elapsed time 5.296 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.199263 INFO:root:Epoch[47] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.2] INFO:root:Epoch[47] Elapsed time 5.076 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.198366 INFO:root:Epoch[48] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.11] INFO:root:Epoch[48] Elapsed time 5.222 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.113081 INFO:root:Epoch[49] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.18] INFO:root:Epoch[49] Elapsed time 5.144 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.183076 INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.28] INFO:root:Epoch[50] Elapsed time 5.083 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.275112 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.46] INFO:root:Epoch[51] Elapsed time 5.015 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.459487 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.86] INFO:root:Epoch[52] Elapsed time 5.137 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.862169 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.1] INFO:root:Epoch[53] Elapsed time 5.145 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.099835 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.08] INFO:root:Epoch[54] Elapsed time 5.270 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.078152 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.11] INFO:root:Epoch[55] Elapsed time 5.150 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.114829 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.92] INFO:root:Epoch[56] Elapsed time 5.126 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.920556 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.93] INFO:root:Epoch[57] Elapsed time 5.302 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.928032 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.94] INFO:root:Epoch[58] Elapsed time 5.089 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.942122 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.92] INFO:root:Epoch[59] Elapsed time 5.099 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.916765 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.8] INFO:root:Epoch[60] Elapsed time 5.146 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.799239 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.16it/s, avg_epoch_loss=5.95] INFO:root:Epoch[61] Elapsed time 5.830 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.945001 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.25] INFO:root:Epoch[62] Elapsed time 5.126 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.249350 INFO:root:Loading parameters from best epoch (52) INFO:root:Epoch[63] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=7.24] INFO:root:Epoch[63] Elapsed time 5.392 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.236509 INFO:root:Epoch[64] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.98] INFO:root:Epoch[64] Elapsed time 5.093 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.976796 INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.35] INFO:root:Epoch[65] Elapsed time 5.081 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.353275 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.19] INFO:root:Epoch[66] Elapsed time 5.000 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.190896 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.8] INFO:root:Epoch[67] Elapsed time 5.132 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.802156 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.33] INFO:root:Epoch[68] Elapsed time 5.137 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.328858 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.95] INFO:root:Epoch[69] Elapsed time 5.153 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.949634 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.23] INFO:root:Epoch[70] Elapsed time 5.115 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.232995 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.94] INFO:root:Epoch[71] Elapsed time 5.155 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.943362 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=6.97] INFO:root:Epoch[72] Elapsed time 5.274 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.969283 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.97] INFO:root:Epoch[73] Elapsed time 5.053 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.967503 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.95] INFO:root:Epoch[74] Elapsed time 5.049 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.954673 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.76] INFO:root:Epoch[75] Elapsed time 5.109 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.761846 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.95] INFO:root:Epoch[76] Elapsed time 5.221 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.947668 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.3] INFO:root:Epoch[77] Elapsed time 5.193 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.295639 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=7.25] INFO:root:Epoch[78] Elapsed time 5.391 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.250804 INFO:root:Epoch[79] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.76] INFO:root:Epoch[79] Elapsed time 5.116 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.761915 INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.34] INFO:root:Epoch[80] Elapsed time 5.051 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.339146 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.07] INFO:root:Epoch[81] Elapsed time 5.007 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.067348 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.81] INFO:root:Epoch[82] Elapsed time 5.099 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.814021 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.7] INFO:root:Epoch[83] Elapsed time 5.149 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.702426 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.8] INFO:root:Epoch[84] Elapsed time 5.157 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.800981 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.27] INFO:root:Epoch[85] Elapsed time 5.109 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.273778 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.96] INFO:root:Epoch[86] Elapsed time 5.223 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.958917 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.83] INFO:root:Epoch[87] Elapsed time 5.298 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.834013 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.91] INFO:root:Epoch[88] Elapsed time 5.040 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.913188 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.07] INFO:root:Epoch[89] Elapsed time 5.096 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.066128 INFO:root:Loading parameters from best epoch (79) INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.87] INFO:root:Epoch[90] Elapsed time 5.207 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.874131 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.8] INFO:root:Epoch[91] Elapsed time 5.250 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.799027 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.5] INFO:root:Epoch[92] Elapsed time 5.206 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.503160 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=6.99] INFO:root:Epoch[93] Elapsed time 5.367 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.992231 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.64] INFO:root:Epoch[94] Elapsed time 5.040 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.641222 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.41] INFO:root:Epoch[95] Elapsed time 5.045 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.410956 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.55it/s, avg_epoch_loss=6.07] INFO:root:Epoch[96] Elapsed time 5.698 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.068437 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.85] INFO:root:Epoch[97] Elapsed time 5.156 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.853424 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=7.93] INFO:root:Epoch[98] Elapsed time 5.317 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.934292 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.43] INFO:root:Epoch[99] Elapsed time 5.254 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.427554 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.29] INFO:root:Epoch[100] Elapsed time 5.345 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.292661 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.99] INFO:root:Epoch[101] Elapsed time 5.191 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.992095 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=6.82] INFO:root:Epoch[102] Elapsed time 5.407 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.817140 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.02] INFO:root:Epoch[103] Elapsed time 5.082 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.015945 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.07] INFO:root:Epoch[104] Elapsed time 5.046 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.069996 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.79] INFO:root:Epoch[105] Elapsed time 5.298 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.785659 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=5.66] INFO:root:Epoch[106] Elapsed time 5.248 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.664696 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.58] INFO:root:Epoch[107] Elapsed time 5.210 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.584417 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=6.94] INFO:root:Epoch[108] Elapsed time 5.449 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.937642 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.65] INFO:root:Epoch[109] Elapsed time 5.010 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.649881 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.33] INFO:root:Epoch[110] Elapsed time 5.144 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.332635 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6] INFO:root:Epoch[111] Elapsed time 5.069 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.001911 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.88] INFO:root:Epoch[112] Elapsed time 5.110 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.879300 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.98] INFO:root:Epoch[113] Elapsed time 5.240 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.983875 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.36] INFO:root:Epoch[114] Elapsed time 5.131 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.362712 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.32] INFO:root:Epoch[115] Elapsed time 5.177 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.321187 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.96] INFO:root:Epoch[116] Elapsed time 5.246 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.964741 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.76] INFO:root:Epoch[117] Elapsed time 5.302 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.757028 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.03] INFO:root:Epoch[118] Elapsed time 5.119 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.029446 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.93] INFO:root:Epoch[119] Elapsed time 5.099 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.929384 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.81] INFO:root:Epoch[120] Elapsed time 5.327 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.811566 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=5.62] INFO:root:Epoch[121] Elapsed time 5.240 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.618244 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.58] INFO:root:Epoch[122] Elapsed time 5.277 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.582619 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=6.93] INFO:root:Epoch[123] Elapsed time 5.454 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.928029 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.6] INFO:root:Epoch[124] Elapsed time 5.097 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.595875 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.34] INFO:root:Epoch[125] Elapsed time 5.076 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.344940 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.02] INFO:root:Epoch[126] Elapsed time 5.113 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.019770 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.91] INFO:root:Epoch[127] Elapsed time 5.154 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.912106 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.89] INFO:root:Epoch[128] Elapsed time 5.246 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.892069 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.21] INFO:root:Epoch[129] Elapsed time 5.114 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.212700 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.10it/s, avg_epoch_loss=6.23] INFO:root:Epoch[130] Elapsed time 5.853 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.231635 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.94] INFO:root:Epoch[131] Elapsed time 5.258 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.935400 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.61] INFO:root:Epoch[132] Elapsed time 5.269 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.611901 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.06] INFO:root:Epoch[133] Elapsed time 5.105 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.059998 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.94] INFO:root:Epoch[134] Elapsed time 5.157 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.943205 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=6.76] INFO:root:Epoch[135] Elapsed time 5.368 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.762831 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.48] INFO:root:Epoch[136] Elapsed time 5.152 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.481980 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.72] INFO:root:Epoch[137] Elapsed time 5.175 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.719092 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.71] INFO:root:Epoch[138] Elapsed time 5.391 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.714880 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.68] INFO:root:Epoch[139] Elapsed time 5.080 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.682412 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.32] INFO:root:Epoch[140] Elapsed time 5.010 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.317646 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.96] INFO:root:Epoch[141] Elapsed time 5.089 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.963293 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.03] INFO:root:Epoch[142] Elapsed time 5.011 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.029654 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=7.74] INFO:root:Epoch[143] Elapsed time 5.209 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.737166 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.03] INFO:root:Epoch[144] Elapsed time 5.045 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.034456 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.4] INFO:root:Epoch[145] Elapsed time 5.141 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.399385 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.94] INFO:root:Epoch[146] Elapsed time 5.245 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.942001 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.44] INFO:root:Epoch[147] Elapsed time 5.284 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.444757 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.15] INFO:root:Epoch[148] Elapsed time 5.097 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.149337 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.94] INFO:root:Epoch[149] Elapsed time 5.093 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.944545 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.69] INFO:root:Epoch[150] Elapsed time 5.268 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.692079 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.41] INFO:root:Epoch[151] Elapsed time 5.089 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.405696 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.81] INFO:root:Epoch[152] Elapsed time 5.143 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.810876 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.7] INFO:root:Epoch[153] Elapsed time 5.325 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.701441 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.76] INFO:root:Epoch[154] Elapsed time 5.080 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.764127 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.28] INFO:root:Epoch[155] Elapsed time 5.122 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.281594 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.98] INFO:root:Epoch[156] Elapsed time 5.075 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.977011 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.11] INFO:root:Epoch[157] Elapsed time 5.252 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.107675 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=7.66] INFO:root:Epoch[158] Elapsed time 5.429 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.658022 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.02] INFO:root:Epoch[159] Elapsed time 5.094 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.020159 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.45] INFO:root:Epoch[160] Elapsed time 5.114 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.451052 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.61it/s, avg_epoch_loss=6.92] INFO:root:Epoch[161] Elapsed time 5.379 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.922986 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.38] INFO:root:Epoch[162] Elapsed time 5.182 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.382646 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.15] INFO:root:Epoch[163] Elapsed time 5.153 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.146345 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.95] INFO:root:Epoch[164] Elapsed time 5.059 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.947604 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 16.67it/s, avg_epoch_loss=6.69] INFO:root:Epoch[165] Elapsed time 6.001 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.693636 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.36] INFO:root:Epoch[166] Elapsed time 5.126 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.358002 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.7] INFO:root:Epoch[167] Elapsed time 5.292 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.699217 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.69] INFO:root:Epoch[168] Elapsed time 5.389 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.686534 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.69] INFO:root:Epoch[169] Elapsed time 5.099 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.687327 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.33] INFO:root:Epoch[170] Elapsed time 5.115 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.325219 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.92] INFO:root:Epoch[171] Elapsed time 5.104 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.918436 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.96] INFO:root:Epoch[172] Elapsed time 5.221 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.959127 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.66it/s, avg_epoch_loss=7.72] INFO:root:Epoch[173] Elapsed time 5.362 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.717674 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.03] INFO:root:Epoch[174] Elapsed time 5.276 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.029678 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.31] INFO:root:Epoch[175] Elapsed time 5.160 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.306374 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.91] INFO:root:Epoch[176] Elapsed time 5.301 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.906535 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.38] INFO:root:Epoch[177] Elapsed time 5.375 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.380521 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.07] INFO:root:Epoch[178] Elapsed time 5.104 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.071461 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.89] INFO:root:Epoch[179] Elapsed time 5.033 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.888093 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.67] INFO:root:Epoch[180] Elapsed time 5.401 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.671944 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.35] INFO:root:Epoch[181] Elapsed time 5.129 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.346800 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.74] INFO:root:Epoch[182] Elapsed time 5.103 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.737181 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.65it/s, avg_epoch_loss=6.66] INFO:root:Epoch[183] Elapsed time 5.362 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.662419 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.61] INFO:root:Epoch[184] Elapsed time 5.028 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.609975 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.29] INFO:root:Epoch[185] Elapsed time 5.010 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.287350 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.87] INFO:root:Epoch[186] Elapsed time 5.104 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.865308 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.89] INFO:root:Epoch[187] Elapsed time 5.121 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.885579 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=7.78] INFO:root:Epoch[188] Elapsed time 5.339 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.781498 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.1] INFO:root:Epoch[189] Elapsed time 5.164 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.097665 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.17] INFO:root:Epoch[190] Elapsed time 5.183 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.173472 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.84] INFO:root:Epoch[191] Elapsed time 5.223 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.843474 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.62] INFO:root:Epoch[192] Elapsed time 5.324 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.618807 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.91] INFO:root:Epoch[193] Elapsed time 5.060 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.909303 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.9] INFO:root:Epoch[194] Elapsed time 5.015 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.904599 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.68] INFO:root:Epoch[195] Elapsed time 5.285 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.679048 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=5.44] INFO:root:Epoch[196] Elapsed time 5.288 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.444080 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.55] INFO:root:Epoch[197] Elapsed time 5.167 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.551050 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=6.77] INFO:root:Epoch[198] Elapsed time 5.395 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.765468 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.16it/s, avg_epoch_loss=5.61] INFO:root:Epoch[199] Elapsed time 5.830 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.609209 INFO:root:Loading parameters from best epoch (181) INFO:root:Final loss: 5.346800227165222 (occurred at epoch 181) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:31<00:00, 35.52it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 2.126319 0.171323 38.685766 0.164388 0.08606 seed epochs num_batches 0 45 200 100 Seed: 46
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.29it/s, avg_epoch_loss=7.47] INFO:root:Epoch[0] Elapsed time 5.475 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.469399 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.58] INFO:root:Epoch[1] Elapsed time 5.237 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.584981 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.98] INFO:root:Epoch[2] Elapsed time 5.374 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.975284 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.85] INFO:root:Epoch[3] Elapsed time 5.202 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.851929 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.13it/s, avg_epoch_loss=7.4] INFO:root:Epoch[4] Elapsed time 5.521 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.399633 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.22] INFO:root:Epoch[5] Elapsed time 5.053 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.219130 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.81] INFO:root:Epoch[6] Elapsed time 5.022 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.811013 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.44] INFO:root:Epoch[7] Elapsed time 5.039 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.444119 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.42] INFO:root:Epoch[8] Elapsed time 5.138 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.418253 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.67] INFO:root:Epoch[9] Elapsed time 5.317 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.673198 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.49] INFO:root:Epoch[10] Elapsed time 5.125 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.490993 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.73] INFO:root:Epoch[11] Elapsed time 5.163 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.725921 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.12] INFO:root:Epoch[12] Elapsed time 5.243 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.116279 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.74] INFO:root:Epoch[13] Elapsed time 5.176 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.743476 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.48] INFO:root:Epoch[14] Elapsed time 5.055 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.484901 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=7.23] INFO:root:Epoch[15] Elapsed time 5.049 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.233748 INFO:root:Loading parameters from best epoch (5) INFO:root:Epoch[16] Learning rate is 0.0005 100%|██████████| 100/100 [00:06<00:00, 16.61it/s, avg_epoch_loss=7.17] INFO:root:Epoch[16] Elapsed time 6.025 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.174106 INFO:root:Epoch[17] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.95] INFO:root:Epoch[17] Elapsed time 5.202 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.947745 INFO:root:Epoch[18] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.21] INFO:root:Epoch[18] Elapsed time 5.226 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.214285 INFO:root:Epoch[19] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.23it/s, avg_epoch_loss=6.83] INFO:root:Epoch[19] Elapsed time 5.487 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.830807 INFO:root:Epoch[20] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.21] INFO:root:Epoch[20] Elapsed time 5.042 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.210419 INFO:root:Epoch[21] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.59] INFO:root:Epoch[21] Elapsed time 5.125 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.594970 INFO:root:Epoch[22] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.25] INFO:root:Epoch[22] Elapsed time 5.090 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.254660 INFO:root:Epoch[23] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.75] INFO:root:Epoch[23] Elapsed time 5.223 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.748178 INFO:root:Epoch[24] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=7.54] INFO:root:Epoch[24] Elapsed time 5.298 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.538125 INFO:root:Epoch[25] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.3] INFO:root:Epoch[25] Elapsed time 5.165 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.296602 INFO:root:Epoch[26] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.86] INFO:root:Epoch[26] Elapsed time 5.258 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.864569 INFO:root:Epoch[27] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=7.24] INFO:root:Epoch[27] Elapsed time 5.355 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.241261 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.52] INFO:root:Epoch[28] Elapsed time 5.083 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.520794 INFO:root:Epoch[29] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7] INFO:root:Epoch[29] Elapsed time 5.177 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.002060 INFO:root:Epoch[30] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.27] INFO:root:Epoch[30] Elapsed time 5.134 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.266877 INFO:root:Epoch[31] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.65] INFO:root:Epoch[31] Elapsed time 5.265 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.647057 INFO:root:Epoch[32] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.27] INFO:root:Epoch[32] Elapsed time 5.203 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.266088 INFO:root:Epoch[33] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=7.09] INFO:root:Epoch[33] Elapsed time 5.293 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.092427 INFO:root:Epoch[34] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.53] INFO:root:Epoch[34] Elapsed time 5.239 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.528965 INFO:root:Epoch[35] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.42] INFO:root:Epoch[35] Elapsed time 5.077 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.416321 INFO:root:Epoch[36] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.57] INFO:root:Epoch[36] Elapsed time 5.125 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.573998 INFO:root:Epoch[37] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.02] INFO:root:Epoch[37] Elapsed time 5.165 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.017158 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[38] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.46] INFO:root:Epoch[38] Elapsed time 5.198 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.458232 INFO:root:Epoch[39] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.45] INFO:root:Epoch[39] Elapsed time 5.269 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.449270 INFO:root:Epoch[40] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.48] INFO:root:Epoch[40] Elapsed time 5.275 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.479371 INFO:root:Epoch[41] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.15] INFO:root:Epoch[41] Elapsed time 5.228 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.145061 INFO:root:Epoch[42] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.17] INFO:root:Epoch[42] Elapsed time 5.314 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.170545 INFO:root:Epoch[43] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.46] INFO:root:Epoch[43] Elapsed time 5.097 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.461238 INFO:root:Epoch[44] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=7.34] INFO:root:Epoch[44] Elapsed time 5.120 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.342702 INFO:root:Epoch[45] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=7.12] INFO:root:Epoch[45] Elapsed time 5.125 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.120464 INFO:root:Epoch[46] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.31] INFO:root:Epoch[46] Elapsed time 5.209 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.306633 INFO:root:Epoch[47] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.59] INFO:root:Epoch[47] Elapsed time 5.128 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.588965 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[48] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.59it/s, avg_epoch_loss=7.58] INFO:root:Epoch[48] Elapsed time 5.382 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.577718 INFO:root:Epoch[49] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.29] INFO:root:Epoch[49] Elapsed time 5.160 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.289640 INFO:root:Epoch[50] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.21it/s, avg_epoch_loss=6.64] INFO:root:Epoch[50] Elapsed time 5.495 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.635140 INFO:root:Epoch[51] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=6.49] INFO:root:Epoch[51] Elapsed time 5.352 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.493216 INFO:root:Epoch[52] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.17] INFO:root:Epoch[52] Elapsed time 5.154 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.169237 INFO:root:Epoch[53] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.81] INFO:root:Epoch[53] Elapsed time 5.228 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.813900 INFO:root:Epoch[54] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.04] INFO:root:Epoch[54] Elapsed time 5.179 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.040091 INFO:root:Epoch[55] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.57] INFO:root:Epoch[55] Elapsed time 5.306 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.574381 INFO:root:Epoch[56] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=7.14] INFO:root:Epoch[56] Elapsed time 5.277 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.144769 INFO:root:Epoch[57] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=7.23] INFO:root:Epoch[57] Elapsed time 5.305 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.232248 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[58] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.47] INFO:root:Epoch[58] Elapsed time 5.077 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.466360 INFO:root:Epoch[59] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=7.53] INFO:root:Epoch[59] Elapsed time 5.040 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.525390 INFO:root:Epoch[60] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.23] INFO:root:Epoch[60] Elapsed time 5.249 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.230976 INFO:root:Epoch[61] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.16] INFO:root:Epoch[61] Elapsed time 5.230 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.160568 INFO:root:Epoch[62] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.92] INFO:root:Epoch[62] Elapsed time 5.160 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.917535 INFO:root:Epoch[63] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.01it/s, avg_epoch_loss=7.38] INFO:root:Epoch[63] Elapsed time 5.554 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.382829 INFO:root:Epoch[64] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.16] INFO:root:Epoch[64] Elapsed time 5.174 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.156557 INFO:root:Epoch[65] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.73] INFO:root:Epoch[65] Elapsed time 5.082 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.725564 INFO:root:Epoch[66] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.41] INFO:root:Epoch[66] Elapsed time 5.088 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.407329 INFO:root:Epoch[67] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.17] INFO:root:Epoch[67] Elapsed time 5.126 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.165022 INFO:root:Epoch[68] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=8.08] INFO:root:Epoch[68] Elapsed time 5.304 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=8.079825 INFO:root:Epoch[69] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.73] INFO:root:Epoch[69] Elapsed time 5.116 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.731187 INFO:root:Epoch[70] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.52] INFO:root:Epoch[70] Elapsed time 5.179 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.518803 INFO:root:Epoch[71] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.22] INFO:root:Epoch[71] Elapsed time 5.228 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.215276 INFO:root:Epoch[72] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=7.13] INFO:root:Epoch[72] Elapsed time 5.408 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.133761 INFO:root:Epoch[73] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.53] INFO:root:Epoch[73] Elapsed time 5.063 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.525579 INFO:root:Epoch[74] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.32] INFO:root:Epoch[74] Elapsed time 5.117 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.323958 INFO:root:Epoch[75] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.11] INFO:root:Epoch[75] Elapsed time 5.288 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.113913 INFO:root:Epoch[76] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.01] INFO:root:Epoch[76] Elapsed time 5.079 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.010707 INFO:root:Epoch[77] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.95] INFO:root:Epoch[77] Elapsed time 5.081 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.946604 INFO:root:Epoch[78] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=7.21] INFO:root:Epoch[78] Elapsed time 5.346 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.205050 INFO:root:Epoch[79] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.1] INFO:root:Epoch[79] Elapsed time 5.092 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.103083 INFO:root:Epoch[80] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.69] INFO:root:Epoch[80] Elapsed time 5.078 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.692315 INFO:root:Epoch[81] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.34] INFO:root:Epoch[81] Elapsed time 5.091 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.343996 INFO:root:Epoch[82] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.18] INFO:root:Epoch[82] Elapsed time 5.057 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.182174 INFO:root:Epoch[83] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=8.03] INFO:root:Epoch[83] Elapsed time 5.155 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=8.029802 INFO:root:Epoch[84] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.63] INFO:root:Epoch[84] Elapsed time 5.140 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.625959 INFO:root:Epoch[85] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.25it/s, avg_epoch_loss=6.49] INFO:root:Epoch[85] Elapsed time 5.802 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.486888 INFO:root:Epoch[86] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=7.15] INFO:root:Epoch[86] Elapsed time 5.218 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.145550 INFO:root:Epoch[87] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=7] INFO:root:Epoch[87] Elapsed time 5.280 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.995882 INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.52] INFO:root:Epoch[88] Elapsed time 5.136 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.515290 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.27] INFO:root:Epoch[89] Elapsed time 5.145 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.273697 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=7.05] INFO:root:Epoch[90] Elapsed time 5.355 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.048813 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.77] INFO:root:Epoch[91] Elapsed time 5.233 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.772489 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.02] INFO:root:Epoch[92] Elapsed time 5.132 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=7.017320 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=7.03] INFO:root:Epoch[93] Elapsed time 5.375 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.028547 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.99] INFO:root:Epoch[94] Elapsed time 5.131 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.992455 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.67] INFO:root:Epoch[95] Elapsed time 5.073 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.673336 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.26] INFO:root:Epoch[96] Elapsed time 5.215 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.255572 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.21] INFO:root:Epoch[97] Elapsed time 5.151 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.210194 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.88] INFO:root:Epoch[98] Elapsed time 5.269 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.879064 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.49] INFO:root:Epoch[99] Elapsed time 5.315 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.490222 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.51] INFO:root:Epoch[100] Elapsed time 5.307 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.506195 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.14] INFO:root:Epoch[101] Elapsed time 5.215 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.137747 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.95] INFO:root:Epoch[102] Elapsed time 5.301 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.953623 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.42] INFO:root:Epoch[103] Elapsed time 5.077 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.418172 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=7.21] INFO:root:Epoch[104] Elapsed time 5.083 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.209257 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.93] INFO:root:Epoch[105] Elapsed time 5.336 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.925129 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.63] INFO:root:Epoch[106] Elapsed time 5.114 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.630522 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.01] INFO:root:Epoch[107] Elapsed time 5.138 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=7.010881 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=6.86] INFO:root:Epoch[108] Elapsed time 5.398 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.861424 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.04] INFO:root:Epoch[109] Elapsed time 5.082 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.038660 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.58] INFO:root:Epoch[110] Elapsed time 5.041 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.581507 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.23] INFO:root:Epoch[111] Elapsed time 5.069 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.234004 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.28] INFO:root:Epoch[112] Elapsed time 5.094 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.281688 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.65] INFO:root:Epoch[113] Elapsed time 5.271 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.646758 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.31] INFO:root:Epoch[114] Elapsed time 5.237 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.311145 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.67] INFO:root:Epoch[115] Elapsed time 5.162 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.668218 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.05] INFO:root:Epoch[116] Elapsed time 5.207 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.045157 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.73] INFO:root:Epoch[117] Elapsed time 5.146 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.728743 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.36] INFO:root:Epoch[118] Elapsed time 5.094 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.363975 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=7.21] INFO:root:Epoch[119] Elapsed time 5.326 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.211763 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.19it/s, avg_epoch_loss=6.77] INFO:root:Epoch[120] Elapsed time 5.820 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.765569 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.44] INFO:root:Epoch[121] Elapsed time 5.070 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.444993 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7.03] INFO:root:Epoch[122] Elapsed time 5.184 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=7.027595 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=6.81] INFO:root:Epoch[123] Elapsed time 5.416 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.812953 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.98] INFO:root:Epoch[124] Elapsed time 5.144 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.984993 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.49] INFO:root:Epoch[125] Elapsed time 5.090 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.485310 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.12] INFO:root:Epoch[126] Elapsed time 5.076 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.122388 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.17] INFO:root:Epoch[127] Elapsed time 5.083 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.166854 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=7.53] INFO:root:Epoch[128] Elapsed time 5.300 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.533848 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.21] INFO:root:Epoch[129] Elapsed time 5.149 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.206682 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.53] INFO:root:Epoch[130] Elapsed time 5.244 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.525679 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.95] INFO:root:Epoch[131] Elapsed time 5.245 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.950955 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.64] INFO:root:Epoch[132] Elapsed time 5.249 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.639140 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.29] INFO:root:Epoch[133] Elapsed time 5.078 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.288970 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=7.04] INFO:root:Epoch[134] Elapsed time 5.195 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.043889 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.79] INFO:root:Epoch[135] Elapsed time 5.342 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.794554 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.43] INFO:root:Epoch[136] Elapsed time 5.199 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.427578 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.98] INFO:root:Epoch[137] Elapsed time 5.140 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.984931 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=6.72] INFO:root:Epoch[138] Elapsed time 5.409 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.719985 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.96] INFO:root:Epoch[139] Elapsed time 5.068 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.961556 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.38] INFO:root:Epoch[140] Elapsed time 5.099 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.377190 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.03] INFO:root:Epoch[141] Elapsed time 5.113 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.033971 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.36] INFO:root:Epoch[142] Elapsed time 5.119 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.355430 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.4] INFO:root:Epoch[143] Elapsed time 5.291 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.401553 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.93] INFO:root:Epoch[144] Elapsed time 5.103 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.932560 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.55] INFO:root:Epoch[145] Elapsed time 5.147 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.546708 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.87] INFO:root:Epoch[146] Elapsed time 5.345 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.868805 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.45] INFO:root:Epoch[147] Elapsed time 5.219 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.446160 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.35] INFO:root:Epoch[148] Elapsed time 5.054 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.345194 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.1] INFO:root:Epoch[149] Elapsed time 5.086 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.100610 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.65it/s, avg_epoch_loss=6.54] INFO:root:Epoch[150] Elapsed time 5.364 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.538140 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.55] INFO:root:Epoch[151] Elapsed time 5.188 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.548259 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.03] INFO:root:Epoch[152] Elapsed time 5.216 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=7.026125 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=6.48] INFO:root:Epoch[153] Elapsed time 5.409 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.483817 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.39it/s, avg_epoch_loss=6.03] INFO:root:Epoch[154] Elapsed time 5.752 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.029229 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.28] INFO:root:Epoch[155] Elapsed time 5.057 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.282802 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.88] INFO:root:Epoch[156] Elapsed time 5.132 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.879352 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.5] INFO:root:Epoch[157] Elapsed time 5.102 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.504792 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.26] INFO:root:Epoch[158] Elapsed time 5.269 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.260667 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.85] INFO:root:Epoch[159] Elapsed time 5.157 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.849645 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=6.64] INFO:root:Epoch[160] Elapsed time 5.272 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.644506 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.63it/s, avg_epoch_loss=7] INFO:root:Epoch[161] Elapsed time 5.372 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=7.004341 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.93] INFO:root:Epoch[162] Elapsed time 5.097 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.934127 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.61] INFO:root:Epoch[163] Elapsed time 5.082 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.608993 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.98] INFO:root:Epoch[164] Elapsed time 5.109 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.980260 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.27] INFO:root:Epoch[165] Elapsed time 5.334 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.268311 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.8] INFO:root:Epoch[166] Elapsed time 5.165 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.799087 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.89] INFO:root:Epoch[167] Elapsed time 5.228 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.889896 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.36] INFO:root:Epoch[168] Elapsed time 5.340 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.355356 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.02] INFO:root:Epoch[169] Elapsed time 5.051 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.021495 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.26] INFO:root:Epoch[170] Elapsed time 5.133 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.259139 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.84] INFO:root:Epoch[171] Elapsed time 5.120 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.836686 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.48] INFO:root:Epoch[172] Elapsed time 5.126 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.478389 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=7.21] INFO:root:Epoch[173] Elapsed time 5.380 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.209014 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.84] INFO:root:Epoch[174] Elapsed time 5.158 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.839097 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=6.49] INFO:root:Epoch[175] Elapsed time 5.276 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.490526 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.97] INFO:root:Epoch[176] Elapsed time 5.319 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.966990 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.05] INFO:root:Epoch[177] Elapsed time 5.193 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.053294 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.41] INFO:root:Epoch[178] Elapsed time 5.113 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.409664 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=7.02] INFO:root:Epoch[179] Elapsed time 5.048 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.022321 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.38] INFO:root:Epoch[180] Elapsed time 5.318 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.384111 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.49] INFO:root:Epoch[181] Elapsed time 5.204 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.485383 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.95] INFO:root:Epoch[182] Elapsed time 5.181 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.946530 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.41] INFO:root:Epoch[183] Elapsed time 5.346 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.413487 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.96] INFO:root:Epoch[184] Elapsed time 5.087 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.963216 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.26] INFO:root:Epoch[185] Elapsed time 5.105 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.257691 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.92] INFO:root:Epoch[186] Elapsed time 5.095 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.915656 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.24] INFO:root:Epoch[187] Elapsed time 5.147 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.243923 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.90it/s, avg_epoch_loss=7.27] INFO:root:Epoch[188] Elapsed time 5.587 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.272309 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.94it/s, avg_epoch_loss=5.76] INFO:root:Epoch[189] Elapsed time 5.576 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.755836 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.47] INFO:root:Epoch[190] Elapsed time 5.345 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.472972 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.81] INFO:root:Epoch[191] Elapsed time 5.266 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.812351 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.28] INFO:root:Epoch[192] Elapsed time 5.209 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.276554 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.22] INFO:root:Epoch[193] Elapsed time 5.113 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.218404 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.05] INFO:root:Epoch[194] Elapsed time 5.110 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.050741 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=6.41] INFO:root:Epoch[195] Elapsed time 5.437 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.414076 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.52] INFO:root:Epoch[196] Elapsed time 5.157 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.518793 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.86] INFO:root:Epoch[197] Elapsed time 5.233 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.862219 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.38] INFO:root:Epoch[198] Elapsed time 5.313 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.375064 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.97] INFO:root:Epoch[199] Elapsed time 5.078 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.972240 INFO:root:Loading parameters from best epoch (136) INFO:root:Final loss: 5.427578110694885 (occurred at epoch 136) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:36<00:00, 35.39it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.446229 0.224079 93.435105 0.240144 0.106094 seed epochs num_batches 0 46 200 100 Seed: 47
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.27it/s, avg_epoch_loss=7.56] INFO:root:Epoch[0] Elapsed time 5.475 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.564522 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.65] INFO:root:Epoch[1] Elapsed time 5.252 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.645056 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=7.04] INFO:root:Epoch[2] Elapsed time 5.396 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.044197 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.9] INFO:root:Epoch[3] Elapsed time 5.161 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.895265 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 16.36it/s, avg_epoch_loss=7.44] INFO:root:Epoch[4] Elapsed time 6.115 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.438378 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.59] INFO:root:Epoch[5] Elapsed time 5.053 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.589772 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.86] INFO:root:Epoch[6] Elapsed time 5.147 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.863193 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.57] INFO:root:Epoch[7] Elapsed time 5.017 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.567570 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.35] INFO:root:Epoch[8] Elapsed time 5.128 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.350867 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.79] INFO:root:Epoch[9] Elapsed time 5.220 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.791692 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.79] INFO:root:Epoch[10] Elapsed time 5.136 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.794490 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.71] INFO:root:Epoch[11] Elapsed time 5.204 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.708627 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=7.18] INFO:root:Epoch[12] Elapsed time 5.225 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.177149 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.88] INFO:root:Epoch[13] Elapsed time 5.325 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.879504 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.65] INFO:root:Epoch[14] Elapsed time 5.253 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.651145 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.21] INFO:root:Epoch[15] Elapsed time 5.146 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.205096 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=6.85] INFO:root:Epoch[16] Elapsed time 5.356 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.845015 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.03] INFO:root:Epoch[17] Elapsed time 5.268 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.026589 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=7.01] INFO:root:Epoch[18] Elapsed time 5.336 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.013278 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.40it/s, avg_epoch_loss=6.62] INFO:root:Epoch[19] Elapsed time 5.436 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.619446 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.23] INFO:root:Epoch[20] Elapsed time 5.129 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.231650 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.43] INFO:root:Epoch[21] Elapsed time 5.131 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.426817 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.09] INFO:root:Epoch[22] Elapsed time 5.242 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.091455 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.64] INFO:root:Epoch[23] Elapsed time 5.104 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.638793 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=7.25] INFO:root:Epoch[24] Elapsed time 5.354 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.249866 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.2] INFO:root:Epoch[25] Elapsed time 5.052 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.195881 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.77] INFO:root:Epoch[26] Elapsed time 5.210 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.773127 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=7.01] INFO:root:Epoch[27] Elapsed time 5.379 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.007697 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.21] INFO:root:Epoch[28] Elapsed time 5.104 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.207742 INFO:root:Epoch[29] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.94] INFO:root:Epoch[29] Elapsed time 5.080 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.940006 INFO:root:Epoch[30] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.03] INFO:root:Epoch[30] Elapsed time 5.100 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.028891 INFO:root:Epoch[31] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.43] INFO:root:Epoch[31] Elapsed time 5.306 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.432140 INFO:root:Epoch[32] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.27] INFO:root:Epoch[32] Elapsed time 5.155 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.273926 INFO:root:Epoch[33] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=7.08] INFO:root:Epoch[33] Elapsed time 5.303 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.084946 INFO:root:Epoch[34] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.13] INFO:root:Epoch[34] Elapsed time 5.171 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.127737 INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.33] INFO:root:Epoch[35] Elapsed time 5.084 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.329344 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.23] INFO:root:Epoch[36] Elapsed time 5.038 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.233195 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.93] INFO:root:Epoch[37] Elapsed time 5.125 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.926015 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=7.2] INFO:root:Epoch[38] Elapsed time 5.173 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.201333 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.19it/s, avg_epoch_loss=6.9] INFO:root:Epoch[39] Elapsed time 5.818 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.899003 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.19] INFO:root:Epoch[40] Elapsed time 5.148 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.186964 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.86] INFO:root:Epoch[41] Elapsed time 5.206 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.862726 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.87] INFO:root:Epoch[42] Elapsed time 5.335 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.874671 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.96] INFO:root:Epoch[43] Elapsed time 5.086 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.963249 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.98] INFO:root:Epoch[44] Elapsed time 5.055 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.982283 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.83] INFO:root:Epoch[45] Elapsed time 5.187 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.829704 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.96] INFO:root:Epoch[46] Elapsed time 5.235 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.962555 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.43] INFO:root:Epoch[47] Elapsed time 5.197 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.432113 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=7.04] INFO:root:Epoch[48] Elapsed time 5.397 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.043267 INFO:root:Epoch[49] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.79] INFO:root:Epoch[49] Elapsed time 5.110 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.790613 INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.43] INFO:root:Epoch[50] Elapsed time 5.102 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.430295 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.06] INFO:root:Epoch[51] Elapsed time 5.100 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.055007 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.81] INFO:root:Epoch[52] Elapsed time 5.139 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.805342 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.65] INFO:root:Epoch[53] Elapsed time 5.216 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.654998 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.6] INFO:root:Epoch[54] Elapsed time 5.194 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.596212 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.22] INFO:root:Epoch[55] Elapsed time 5.189 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.223137 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.92] INFO:root:Epoch[56] Elapsed time 5.209 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.923359 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.77] INFO:root:Epoch[57] Elapsed time 5.295 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.774736 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.92] INFO:root:Epoch[58] Elapsed time 5.072 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.919867 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=7.08] INFO:root:Epoch[59] Elapsed time 5.123 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.080409 INFO:root:Loading parameters from best epoch (49) INFO:root:Epoch[60] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=7.07] INFO:root:Epoch[60] Elapsed time 5.254 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.072245 INFO:root:Epoch[61] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.81] INFO:root:Epoch[61] Elapsed time 5.151 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.813670 INFO:root:Epoch[62] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.52] INFO:root:Epoch[62] Elapsed time 5.182 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.524069 INFO:root:Epoch[63] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.59it/s, avg_epoch_loss=7.03] INFO:root:Epoch[63] Elapsed time 5.381 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.028686 INFO:root:Epoch[64] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.74] INFO:root:Epoch[64] Elapsed time 5.061 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.741834 INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.47] INFO:root:Epoch[65] Elapsed time 5.085 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.469688 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6] INFO:root:Epoch[66] Elapsed time 5.124 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.003250 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.79] INFO:root:Epoch[67] Elapsed time 5.158 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.794816 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=7.76] INFO:root:Epoch[68] Elapsed time 5.208 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.758527 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.64] INFO:root:Epoch[69] Elapsed time 5.191 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.637454 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.25] INFO:root:Epoch[70] Elapsed time 5.166 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.252321 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.94] INFO:root:Epoch[71] Elapsed time 5.219 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.936577 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.74] INFO:root:Epoch[72] Elapsed time 5.305 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.742498 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 17.23it/s, avg_epoch_loss=6.03] INFO:root:Epoch[73] Elapsed time 5.807 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.027647 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.11] INFO:root:Epoch[74] Elapsed time 5.104 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.105373 INFO:root:Loading parameters from best epoch (64) INFO:root:Epoch[75] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.89] INFO:root:Epoch[75] Elapsed time 5.345 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.888825 INFO:root:Epoch[76] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.68] INFO:root:Epoch[76] Elapsed time 5.138 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.683978 INFO:root:Epoch[77] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.56] INFO:root:Epoch[77] Elapsed time 5.193 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.558789 INFO:root:Epoch[78] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=7.05] INFO:root:Epoch[78] Elapsed time 5.419 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.048200 INFO:root:Epoch[79] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.66] INFO:root:Epoch[79] Elapsed time 5.087 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.661038 INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.42] INFO:root:Epoch[80] Elapsed time 5.079 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.422022 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.03] INFO:root:Epoch[81] Elapsed time 5.088 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.034949 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.84] INFO:root:Epoch[82] Elapsed time 5.118 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.838922 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=7.95] INFO:root:Epoch[83] Elapsed time 5.258 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.951641 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.4] INFO:root:Epoch[84] Elapsed time 5.155 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.401356 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.23] INFO:root:Epoch[85] Elapsed time 5.196 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.234632 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.98] INFO:root:Epoch[86] Elapsed time 5.188 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.980089 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=6.7] INFO:root:Epoch[87] Elapsed time 5.331 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.696242 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.18] INFO:root:Epoch[88] Elapsed time 5.074 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.184905 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.05] INFO:root:Epoch[89] Elapsed time 5.107 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.045288 INFO:root:Loading parameters from best epoch (79) INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.67it/s, avg_epoch_loss=6.87] INFO:root:Epoch[90] Elapsed time 5.360 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.874200 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.54] INFO:root:Epoch[91] Elapsed time 5.119 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.544216 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.7] INFO:root:Epoch[92] Elapsed time 5.200 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.702102 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=6.86] INFO:root:Epoch[93] Elapsed time 5.395 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.864566 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.73] INFO:root:Epoch[94] Elapsed time 5.098 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.730849 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.41] INFO:root:Epoch[95] Elapsed time 5.107 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.412165 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.96] INFO:root:Epoch[96] Elapsed time 5.076 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.964868 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.98] INFO:root:Epoch[97] Elapsed time 5.118 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.975191 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=7.95] INFO:root:Epoch[98] Elapsed time 5.277 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.952695 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.26] INFO:root:Epoch[99] Elapsed time 5.083 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.262398 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.36] INFO:root:Epoch[100] Elapsed time 5.165 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.359384 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=6.99] INFO:root:Epoch[101] Elapsed time 5.359 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.992772 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.58] INFO:root:Epoch[102] Elapsed time 5.222 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.581544 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.26] INFO:root:Epoch[103] Elapsed time 5.058 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.256566 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.05] INFO:root:Epoch[104] Elapsed time 5.076 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.051038 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.71] INFO:root:Epoch[105] Elapsed time 5.336 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.708946 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.51] INFO:root:Epoch[106] Elapsed time 5.107 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.510143 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.8] INFO:root:Epoch[107] Elapsed time 5.172 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.804937 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:06<00:00, 16.64it/s, avg_epoch_loss=6.75] INFO:root:Epoch[108] Elapsed time 6.010 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.746606 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.71] INFO:root:Epoch[109] Elapsed time 5.045 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.709972 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.38] INFO:root:Epoch[110] Elapsed time 5.171 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.377161 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6] INFO:root:Epoch[111] Elapsed time 5.160 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.997683 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.96] INFO:root:Epoch[112] Elapsed time 5.173 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.963649 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=7.88] INFO:root:Epoch[113] Elapsed time 5.331 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.883073 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.19] INFO:root:Epoch[114] Elapsed time 5.117 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.187272 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.38] INFO:root:Epoch[115] Elapsed time 5.257 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.379384 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=6.94] INFO:root:Epoch[116] Elapsed time 5.407 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.942495 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.56] INFO:root:Epoch[117] Elapsed time 5.249 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.555631 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.21] INFO:root:Epoch[118] Elapsed time 5.148 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.206753 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.02] INFO:root:Epoch[119] Elapsed time 5.074 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.021735 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=6.8] INFO:root:Epoch[120] Elapsed time 5.390 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.798706 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=5.5] INFO:root:Epoch[121] Elapsed time 5.317 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.495558 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.77] INFO:root:Epoch[122] Elapsed time 5.178 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.770962 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=6.76] INFO:root:Epoch[123] Elapsed time 5.410 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.763295 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.67] INFO:root:Epoch[124] Elapsed time 5.012 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.668900 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.35] INFO:root:Epoch[125] Elapsed time 5.063 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.352061 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.96] INFO:root:Epoch[126] Elapsed time 5.100 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.955758 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.06] INFO:root:Epoch[127] Elapsed time 5.081 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.055987 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.79] INFO:root:Epoch[128] Elapsed time 5.244 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.788333 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.18] INFO:root:Epoch[129] Elapsed time 5.106 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.183976 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.33] INFO:root:Epoch[130] Elapsed time 5.187 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.325119 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.99] INFO:root:Epoch[131] Elapsed time 5.289 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.985415 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.51] INFO:root:Epoch[132] Elapsed time 5.221 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.513692 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.15] INFO:root:Epoch[133] Elapsed time 5.104 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.154703 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=7.01] INFO:root:Epoch[134] Elapsed time 5.064 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.014162 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=6.68] INFO:root:Epoch[135] Elapsed time 5.380 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.676913 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.43] INFO:root:Epoch[136] Elapsed time 5.113 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.427712 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.81] INFO:root:Epoch[137] Elapsed time 5.192 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.813367 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=6.66] INFO:root:Epoch[138] Elapsed time 5.388 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.664547 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.75] INFO:root:Epoch[139] Elapsed time 5.018 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.747534 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.33] INFO:root:Epoch[140] Elapsed time 5.098 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.333636 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.91] INFO:root:Epoch[141] Elapsed time 5.085 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.914382 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.87it/s, avg_epoch_loss=6.01] INFO:root:Epoch[142] Elapsed time 5.598 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.010656 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=7.72] INFO:root:Epoch[143] Elapsed time 5.430 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.719460 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.12] INFO:root:Epoch[144] Elapsed time 5.165 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.122569 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.33] INFO:root:Epoch[145] Elapsed time 5.220 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.331933 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.95] INFO:root:Epoch[146] Elapsed time 5.271 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.954918 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.39] INFO:root:Epoch[147] Elapsed time 5.244 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.394859 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.13] INFO:root:Epoch[148] Elapsed time 5.087 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.127677 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=7.02] INFO:root:Epoch[149] Elapsed time 5.079 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.022828 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.62] INFO:root:Epoch[150] Elapsed time 5.320 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.619801 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.38] INFO:root:Epoch[151] Elapsed time 5.144 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.383135 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.77] INFO:root:Epoch[152] Elapsed time 5.138 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.767699 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=6.61] INFO:root:Epoch[153] Elapsed time 5.406 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.606102 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.71] INFO:root:Epoch[154] Elapsed time 5.081 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.709189 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.32] INFO:root:Epoch[155] Elapsed time 5.075 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.323234 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.92] INFO:root:Epoch[156] Elapsed time 5.111 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.922878 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.03] INFO:root:Epoch[157] Elapsed time 5.088 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.033308 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=7.65] INFO:root:Epoch[158] Elapsed time 5.320 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.652190 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.08] INFO:root:Epoch[159] Elapsed time 5.147 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.084770 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.37] INFO:root:Epoch[160] Elapsed time 5.200 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.374555 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.87] INFO:root:Epoch[161] Elapsed time 5.279 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.866136 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.3] INFO:root:Epoch[162] Elapsed time 5.181 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.302084 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.16] INFO:root:Epoch[163] Elapsed time 5.106 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.159726 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.11] INFO:root:Epoch[164] Elapsed time 5.084 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.111394 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.47] INFO:root:Epoch[165] Elapsed time 5.291 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.469150 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.42] INFO:root:Epoch[166] Elapsed time 5.142 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.418240 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.77] INFO:root:Epoch[167] Elapsed time 5.139 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.767367 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=6.52] INFO:root:Epoch[168] Elapsed time 5.396 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.520138 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.76] INFO:root:Epoch[169] Elapsed time 5.056 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.762957 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.24] INFO:root:Epoch[170] Elapsed time 5.106 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.238387 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.87] INFO:root:Epoch[171] Elapsed time 5.141 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.868240 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.33] INFO:root:Epoch[172] Elapsed time 5.155 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.329605 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.53] INFO:root:Epoch[173] Elapsed time 5.292 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.533483 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.92] INFO:root:Epoch[174] Elapsed time 5.080 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.915441 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.44] INFO:root:Epoch[175] Elapsed time 5.185 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.440645 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.82] INFO:root:Epoch[176] Elapsed time 5.284 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.819289 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.27it/s, avg_epoch_loss=6.21] INFO:root:Epoch[177] Elapsed time 5.793 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.213129 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.28] INFO:root:Epoch[178] Elapsed time 5.072 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.277518 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.08] INFO:root:Epoch[179] Elapsed time 5.097 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.080159 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.33] INFO:root:Epoch[180] Elapsed time 5.351 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.327683 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.52] INFO:root:Epoch[181] Elapsed time 5.185 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.521168 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.78] INFO:root:Epoch[182] Elapsed time 5.182 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.778443 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.24] INFO:root:Epoch[183] Elapsed time 5.390 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.237468 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.92] INFO:root:Epoch[184] Elapsed time 5.113 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.922344 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.18] INFO:root:Epoch[185] Elapsed time 5.100 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.184038 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.82] INFO:root:Epoch[186] Elapsed time 5.116 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.818888 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.34] INFO:root:Epoch[187] Elapsed time 5.122 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.343227 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.49] INFO:root:Epoch[188] Elapsed time 5.281 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.494713 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.86] INFO:root:Epoch[189] Elapsed time 5.120 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.861057 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.44] INFO:root:Epoch[190] Elapsed time 5.103 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.441348 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.86] INFO:root:Epoch[191] Elapsed time 5.316 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.863980 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.24] INFO:root:Epoch[192] Elapsed time 5.204 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.236731 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.14] INFO:root:Epoch[193] Elapsed time 5.072 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.138481 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=7.09] INFO:root:Epoch[194] Elapsed time 5.058 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.089422 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=6.41] INFO:root:Epoch[195] Elapsed time 5.358 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.405853 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.38] INFO:root:Epoch[196] Elapsed time 5.169 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.381183 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.76] INFO:root:Epoch[197] Elapsed time 5.141 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.757374 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=6.42] INFO:root:Epoch[198] Elapsed time 5.431 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.415855 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.84] INFO:root:Epoch[199] Elapsed time 5.127 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.839262 INFO:root:Loading parameters from best epoch (196) INFO:root:Final loss: 5.381183319091797 (occurred at epoch 196) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:41<00:00, 35.26it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.364302 0.145558 20.524969 0.132966 0.089891 seed epochs num_batches 0 47 200 100 Seed: 48
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 17.83it/s, avg_epoch_loss=7.61] INFO:root:Epoch[0] Elapsed time 5.612 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.606053 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=7.6] INFO:root:Epoch[1] Elapsed time 5.337 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.601416 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.83it/s, avg_epoch_loss=7.1] INFO:root:Epoch[2] Elapsed time 5.609 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.098072 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.98] INFO:root:Epoch[3] Elapsed time 5.251 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.980592 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.02it/s, avg_epoch_loss=7.52] INFO:root:Epoch[4] Elapsed time 5.550 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.521626 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.48] INFO:root:Epoch[5] Elapsed time 5.146 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.482413 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.9] INFO:root:Epoch[6] Elapsed time 5.088 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.900555 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.64] INFO:root:Epoch[7] Elapsed time 5.122 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.638657 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.47] INFO:root:Epoch[8] Elapsed time 5.221 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.471326 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=7.78] INFO:root:Epoch[9] Elapsed time 5.293 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.778261 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.59] INFO:root:Epoch[10] Elapsed time 5.172 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.594928 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.69] INFO:root:Epoch[11] Elapsed time 5.217 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.691027 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=7.17] INFO:root:Epoch[12] Elapsed time 5.334 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.170319 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.74] INFO:root:Epoch[13] Elapsed time 5.315 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.744028 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.61] INFO:root:Epoch[14] Elapsed time 5.102 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.611388 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.19] INFO:root:Epoch[15] Elapsed time 5.113 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.193400 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=6.89] INFO:root:Epoch[16] Elapsed time 5.430 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.885460 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.1] INFO:root:Epoch[17] Elapsed time 5.200 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.102677 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.97] INFO:root:Epoch[18] Elapsed time 5.325 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.971495 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.09it/s, avg_epoch_loss=6.77] INFO:root:Epoch[19] Elapsed time 5.530 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.765017 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.28] INFO:root:Epoch[20] Elapsed time 5.199 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.279325 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.42] INFO:root:Epoch[21] Elapsed time 5.138 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.421640 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.16] INFO:root:Epoch[22] Elapsed time 5.131 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.156490 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.5] INFO:root:Epoch[23] Elapsed time 5.163 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.496386 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=7.33] INFO:root:Epoch[24] Elapsed time 5.433 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.328621 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.39] INFO:root:Epoch[25] Elapsed time 5.188 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.389024 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 16.95it/s, avg_epoch_loss=6.63] INFO:root:Epoch[26] Elapsed time 5.903 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.634134 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=7.1] INFO:root:Epoch[27] Elapsed time 5.393 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.099109 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.33] INFO:root:Epoch[28] Elapsed time 5.190 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.328614 INFO:root:Epoch[29] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.64] INFO:root:Epoch[29] Elapsed time 5.157 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.644762 INFO:root:Epoch[30] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=7.15] INFO:root:Epoch[30] Elapsed time 5.206 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.153697 INFO:root:Epoch[31] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.59] INFO:root:Epoch[31] Elapsed time 5.314 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.594327 INFO:root:Epoch[32] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.92] INFO:root:Epoch[32] Elapsed time 5.138 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.921706 INFO:root:Epoch[33] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.99] INFO:root:Epoch[33] Elapsed time 5.224 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.985832 INFO:root:Epoch[34] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.44] INFO:root:Epoch[34] Elapsed time 5.337 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.438221 INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.17] INFO:root:Epoch[35] Elapsed time 5.096 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.170646 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.37] INFO:root:Epoch[36] Elapsed time 5.095 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.365856 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.87] INFO:root:Epoch[37] Elapsed time 5.137 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.870185 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.74] INFO:root:Epoch[38] Elapsed time 5.161 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.739758 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=7.22] INFO:root:Epoch[39] Elapsed time 5.302 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.219790 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.1] INFO:root:Epoch[40] Elapsed time 5.156 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.096893 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.83] INFO:root:Epoch[41] Elapsed time 5.208 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.826136 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=7.02] INFO:root:Epoch[42] Elapsed time 5.370 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.021041 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.02] INFO:root:Epoch[43] Elapsed time 5.093 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.018736 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.57] INFO:root:Epoch[44] Elapsed time 5.157 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.569308 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.97] INFO:root:Epoch[45] Elapsed time 5.145 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.965302 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.16it/s, avg_epoch_loss=6.3] INFO:root:Epoch[46] Elapsed time 5.509 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.299184 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.14] INFO:root:Epoch[47] Elapsed time 5.222 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.137819 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=7.14] INFO:root:Epoch[48] Elapsed time 5.337 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.142199 INFO:root:Epoch[49] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.15] INFO:root:Epoch[49] Elapsed time 5.259 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.147652 INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.2] INFO:root:Epoch[50] Elapsed time 5.094 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.199661 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.28] INFO:root:Epoch[51] Elapsed time 5.134 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.277779 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.78] INFO:root:Epoch[52] Elapsed time 5.122 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.775283 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=7.05] INFO:root:Epoch[53] Elapsed time 5.256 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.053577 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=7.13] INFO:root:Epoch[54] Elapsed time 5.318 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.127088 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.09] INFO:root:Epoch[55] Elapsed time 5.192 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.085163 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.88] INFO:root:Epoch[56] Elapsed time 5.213 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.879185 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.40it/s, avg_epoch_loss=6.9] INFO:root:Epoch[57] Elapsed time 5.438 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.903385 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.87] INFO:root:Epoch[58] Elapsed time 5.111 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.871439 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.93] INFO:root:Epoch[59] Elapsed time 5.153 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.930355 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.86it/s, avg_epoch_loss=6.78] INFO:root:Epoch[60] Elapsed time 5.602 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.782492 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.04it/s, avg_epoch_loss=6.02] INFO:root:Epoch[61] Elapsed time 5.545 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.022334 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.23] INFO:root:Epoch[62] Elapsed time 5.168 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.230041 INFO:root:Loading parameters from best epoch (52) INFO:root:Epoch[63] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=7.19] INFO:root:Epoch[63] Elapsed time 5.417 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.186613 INFO:root:Epoch[64] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.99] INFO:root:Epoch[64] Elapsed time 5.215 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.994430 INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.29] INFO:root:Epoch[65] Elapsed time 5.114 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.293106 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.09] INFO:root:Epoch[66] Elapsed time 5.068 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.086707 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.73] INFO:root:Epoch[67] Elapsed time 5.148 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.728739 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.41] INFO:root:Epoch[68] Elapsed time 5.175 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.409430 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.9] INFO:root:Epoch[69] Elapsed time 5.268 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.904025 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.27] INFO:root:Epoch[70] Elapsed time 5.210 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.273230 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.89] INFO:root:Epoch[71] Elapsed time 5.172 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.887708 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.86] INFO:root:Epoch[72] Elapsed time 5.301 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.858726 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.89] INFO:root:Epoch[73] Elapsed time 5.185 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.888608 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.97] INFO:root:Epoch[74] Elapsed time 5.137 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.968426 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.82] INFO:root:Epoch[75] Elapsed time 5.157 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.817741 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.04] INFO:root:Epoch[76] Elapsed time 5.333 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.037817 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.12] INFO:root:Epoch[77] Elapsed time 5.200 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.119988 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=7.15] INFO:root:Epoch[78] Elapsed time 5.372 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.154336 INFO:root:Epoch[79] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.87] INFO:root:Epoch[79] Elapsed time 5.179 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.868747 INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.25] INFO:root:Epoch[80] Elapsed time 5.096 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.251602 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.1] INFO:root:Epoch[81] Elapsed time 5.079 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.103946 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=5.7] INFO:root:Epoch[82] Elapsed time 5.311 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.698070 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.57] INFO:root:Epoch[83] Elapsed time 5.205 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.566546 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.79] INFO:root:Epoch[84] Elapsed time 5.252 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.792613 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.26] INFO:root:Epoch[85] Elapsed time 5.190 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.259432 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.91] INFO:root:Epoch[86] Elapsed time 5.232 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.905269 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.78] INFO:root:Epoch[87] Elapsed time 5.342 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.782585 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.92] INFO:root:Epoch[88] Elapsed time 5.128 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.919131 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.09] INFO:root:Epoch[89] Elapsed time 5.111 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.091652 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.86] INFO:root:Epoch[90] Elapsed time 5.291 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.859283 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.77] INFO:root:Epoch[91] Elapsed time 5.228 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.767348 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.51] INFO:root:Epoch[92] Elapsed time 5.234 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.510803 INFO:root:Loading parameters from best epoch (82) INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.11it/s, avg_epoch_loss=7.09] INFO:root:Epoch[93] Elapsed time 5.526 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.092312 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.61] INFO:root:Epoch[94] Elapsed time 5.092 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.613966 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.46it/s, avg_epoch_loss=6.36] INFO:root:Epoch[95] Elapsed time 5.730 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.355214 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.97] INFO:root:Epoch[96] Elapsed time 5.207 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.967180 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.73] INFO:root:Epoch[97] Elapsed time 5.155 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.727745 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.87] INFO:root:Epoch[98] Elapsed time 5.237 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.867683 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.53] INFO:root:Epoch[99] Elapsed time 5.310 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.526824 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.25] INFO:root:Epoch[100] Elapsed time 5.227 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.253694 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.92] INFO:root:Epoch[101] Elapsed time 5.210 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.923942 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.31it/s, avg_epoch_loss=6.77] INFO:root:Epoch[102] Elapsed time 5.467 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.768931 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.98] INFO:root:Epoch[103] Elapsed time 5.113 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.982818 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.08] INFO:root:Epoch[104] Elapsed time 5.109 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.084831 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.89] INFO:root:Epoch[105] Elapsed time 5.319 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.886314 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.8] INFO:root:Epoch[106] Elapsed time 5.187 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.800873 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.54] INFO:root:Epoch[107] Elapsed time 5.214 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.535389 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.12it/s, avg_epoch_loss=7] INFO:root:Epoch[108] Elapsed time 5.520 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.002196 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.6] INFO:root:Epoch[109] Elapsed time 5.097 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.599422 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.36] INFO:root:Epoch[110] Elapsed time 5.117 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.359718 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.94] INFO:root:Epoch[111] Elapsed time 5.096 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.944358 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=5.7] INFO:root:Epoch[112] Elapsed time 5.252 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.702221 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.92] INFO:root:Epoch[113] Elapsed time 5.267 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.921587 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.5] INFO:root:Epoch[114] Elapsed time 5.198 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.502214 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.21] INFO:root:Epoch[115] Elapsed time 5.309 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.210583 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.93] INFO:root:Epoch[116] Elapsed time 5.299 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.934311 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.69] INFO:root:Epoch[117] Elapsed time 5.310 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.690339 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.06] INFO:root:Epoch[118] Elapsed time 5.125 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.056841 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.03] INFO:root:Epoch[119] Elapsed time 5.155 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.034416 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.20it/s, avg_epoch_loss=6.81] INFO:root:Epoch[120] Elapsed time 5.496 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.810390 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=5.66] INFO:root:Epoch[121] Elapsed time 5.305 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.662416 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.58] INFO:root:Epoch[122] Elapsed time 5.313 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.575162 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=6.96] INFO:root:Epoch[123] Elapsed time 5.411 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.955714 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.61] INFO:root:Epoch[124] Elapsed time 5.112 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.613791 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.3] INFO:root:Epoch[125] Elapsed time 5.255 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.301640 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.92] INFO:root:Epoch[126] Elapsed time 5.106 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.923229 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.91] INFO:root:Epoch[127] Elapsed time 5.208 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.909995 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.92] INFO:root:Epoch[128] Elapsed time 5.287 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.923720 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.07it/s, avg_epoch_loss=6.22] INFO:root:Epoch[129] Elapsed time 5.863 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.215754 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.24] INFO:root:Epoch[130] Elapsed time 5.248 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.243564 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.91] INFO:root:Epoch[131] Elapsed time 5.251 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.907790 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=6.59] INFO:root:Epoch[132] Elapsed time 5.413 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.589799 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.07] INFO:root:Epoch[133] Elapsed time 5.132 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.071903 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.97] INFO:root:Epoch[134] Elapsed time 5.113 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.973479 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.48it/s, avg_epoch_loss=6.8] INFO:root:Epoch[135] Elapsed time 5.413 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.803895 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.51] INFO:root:Epoch[136] Elapsed time 5.162 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.505581 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.73] INFO:root:Epoch[137] Elapsed time 5.173 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.728728 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=6.79] INFO:root:Epoch[138] Elapsed time 5.443 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.786130 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.61] INFO:root:Epoch[139] Elapsed time 5.156 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.614131 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.32] INFO:root:Epoch[140] Elapsed time 5.095 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.324318 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.89] INFO:root:Epoch[141] Elapsed time 5.102 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.886122 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.98] INFO:root:Epoch[142] Elapsed time 5.195 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.981445 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.77] INFO:root:Epoch[143] Elapsed time 5.288 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.773709 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.19] INFO:root:Epoch[144] Elapsed time 5.180 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.188949 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.31] INFO:root:Epoch[145] Elapsed time 5.244 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.305519 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.95] INFO:root:Epoch[146] Elapsed time 5.275 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.948941 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.54] INFO:root:Epoch[147] Elapsed time 5.270 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.538812 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.13] INFO:root:Epoch[148] Elapsed time 5.213 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.128130 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.98] INFO:root:Epoch[149] Elapsed time 5.089 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.980657 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.76] INFO:root:Epoch[150] Elapsed time 5.353 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.764550 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.42] INFO:root:Epoch[151] Elapsed time 5.142 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.421805 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.74] INFO:root:Epoch[152] Elapsed time 5.249 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.737786 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.20it/s, avg_epoch_loss=6.67] INFO:root:Epoch[153] Elapsed time 5.497 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.668983 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.68] INFO:root:Epoch[154] Elapsed time 5.129 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.679717 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.27] INFO:root:Epoch[155] Elapsed time 5.172 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.270695 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.92] INFO:root:Epoch[156] Elapsed time 5.129 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.920136 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.02] INFO:root:Epoch[157] Elapsed time 5.124 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.019137 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.65it/s, avg_epoch_loss=7.73] INFO:root:Epoch[158] Elapsed time 5.366 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.729274 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.06] INFO:root:Epoch[159] Elapsed time 5.289 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.056242 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.46] INFO:root:Epoch[160] Elapsed time 5.224 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.462052 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.89] INFO:root:Epoch[161] Elapsed time 5.315 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.887747 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.37] INFO:root:Epoch[162] Elapsed time 5.266 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.374714 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.55it/s, avg_epoch_loss=6.16] INFO:root:Epoch[163] Elapsed time 5.701 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.164412 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.06] INFO:root:Epoch[164] Elapsed time 5.132 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.056632 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.27it/s, avg_epoch_loss=6.53] INFO:root:Epoch[165] Elapsed time 5.477 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.530305 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.42] INFO:root:Epoch[166] Elapsed time 5.180 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.422574 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.87] INFO:root:Epoch[167] Elapsed time 5.163 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.867987 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=6.53] INFO:root:Epoch[168] Elapsed time 5.396 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.529497 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.77] INFO:root:Epoch[169] Elapsed time 5.177 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.766049 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.23] INFO:root:Epoch[170] Elapsed time 5.075 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.227061 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.84] INFO:root:Epoch[171] Elapsed time 5.250 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.837790 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.12] INFO:root:Epoch[172] Elapsed time 5.211 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.121222 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=7.57] INFO:root:Epoch[173] Elapsed time 5.414 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.565858 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.01] INFO:root:Epoch[174] Elapsed time 5.198 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.013064 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.53] INFO:root:Epoch[175] Elapsed time 5.209 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.525713 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=6.85] INFO:root:Epoch[176] Elapsed time 5.404 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.848591 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.31] INFO:root:Epoch[177] Elapsed time 5.241 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.313554 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.15] INFO:root:Epoch[178] Elapsed time 5.118 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.150886 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.06] INFO:root:Epoch[179] Elapsed time 5.102 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.064065 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.66it/s, avg_epoch_loss=6.48] INFO:root:Epoch[180] Elapsed time 5.361 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.480959 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=5.45] INFO:root:Epoch[181] Elapsed time 5.300 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.453979 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.81] INFO:root:Epoch[182] Elapsed time 5.137 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.809155 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=6.52] INFO:root:Epoch[183] Elapsed time 5.430 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.518736 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.79] INFO:root:Epoch[184] Elapsed time 5.257 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.791463 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.19] INFO:root:Epoch[185] Elapsed time 5.126 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.194977 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.82] INFO:root:Epoch[186] Elapsed time 5.102 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.819660 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.18] INFO:root:Epoch[187] Elapsed time 5.137 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.175802 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=7.56] INFO:root:Epoch[188] Elapsed time 5.329 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.563140 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=5.9] INFO:root:Epoch[189] Elapsed time 5.283 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.897671 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=6.5] INFO:root:Epoch[190] Elapsed time 5.329 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.501389 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.85] INFO:root:Epoch[191] Elapsed time 5.335 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.848436 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.28] INFO:root:Epoch[192] Elapsed time 5.233 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.283950 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.17] INFO:root:Epoch[193] Elapsed time 5.145 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.171812 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.08] INFO:root:Epoch[194] Elapsed time 5.112 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.077859 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.31] INFO:root:Epoch[195] Elapsed time 5.339 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.305894 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.44] INFO:root:Epoch[196] Elapsed time 5.315 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.440610 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.06it/s, avg_epoch_loss=6.87] INFO:root:Epoch[197] Elapsed time 5.541 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.870884 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.18it/s, avg_epoch_loss=6.38] INFO:root:Epoch[198] Elapsed time 5.823 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.379597 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.84] INFO:root:Epoch[199] Elapsed time 5.121 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.837605 INFO:root:Loading parameters from best epoch (151) INFO:root:Final loss: 5.421805148124695 (occurred at epoch 151) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:41<00:00, 35.26it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.466845 0.148788 25.275662 0.134799 0.091555 seed epochs num_batches 0 48 200 100 Seed: 49
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.15it/s, avg_epoch_loss=7.48] INFO:root:Epoch[0] Elapsed time 5.512 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.477127 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.57] INFO:root:Epoch[1] Elapsed time 5.321 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.567668 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.22it/s, avg_epoch_loss=6.91] INFO:root:Epoch[2] Elapsed time 5.490 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.905640 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.86] INFO:root:Epoch[3] Elapsed time 5.258 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.864727 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.27it/s, avg_epoch_loss=7.46] INFO:root:Epoch[4] Elapsed time 5.475 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.459012 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.3] INFO:root:Epoch[5] Elapsed time 5.147 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.303009 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.84] INFO:root:Epoch[6] Elapsed time 5.132 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.843868 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.53] INFO:root:Epoch[7] Elapsed time 5.117 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.533030 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.29] INFO:root:Epoch[8] Elapsed time 5.171 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.293931 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=7.76] INFO:root:Epoch[9] Elapsed time 5.374 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.758851 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.52] INFO:root:Epoch[10] Elapsed time 5.169 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.521338 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.57] INFO:root:Epoch[11] Elapsed time 5.208 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.572780 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:06<00:00, 16.61it/s, avg_epoch_loss=7.17] INFO:root:Epoch[12] Elapsed time 6.024 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.172432 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.84] INFO:root:Epoch[13] Elapsed time 5.229 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.840677 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.59] INFO:root:Epoch[14] Elapsed time 5.136 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.586096 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.2] INFO:root:Epoch[15] Elapsed time 5.143 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.203238 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.92] INFO:root:Epoch[16] Elapsed time 5.341 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.922568 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.86] INFO:root:Epoch[17] Elapsed time 5.185 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.861201 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7] INFO:root:Epoch[18] Elapsed time 5.177 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.004805 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.79] INFO:root:Epoch[19] Elapsed time 5.398 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.787799 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.27] INFO:root:Epoch[20] Elapsed time 5.136 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.266784 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.4] INFO:root:Epoch[21] Elapsed time 5.153 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.403539 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.11] INFO:root:Epoch[22] Elapsed time 5.117 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.107402 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.66] INFO:root:Epoch[23] Elapsed time 5.185 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.659967 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=7.34] INFO:root:Epoch[24] Elapsed time 5.301 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.338416 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.09] INFO:root:Epoch[25] Elapsed time 5.167 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.089321 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.61] INFO:root:Epoch[26] Elapsed time 5.218 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.606635 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=7.03] INFO:root:Epoch[27] Elapsed time 5.346 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.028626 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.46] INFO:root:Epoch[28] Elapsed time 5.168 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.458234 INFO:root:Epoch[29] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.57] INFO:root:Epoch[29] Elapsed time 5.098 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.566162 INFO:root:Epoch[30] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=7.18] INFO:root:Epoch[30] Elapsed time 5.165 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.175673 INFO:root:Epoch[31] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.47] INFO:root:Epoch[31] Elapsed time 5.345 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.472002 INFO:root:Epoch[32] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6] INFO:root:Epoch[32] Elapsed time 5.327 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.004013 INFO:root:Epoch[33] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=7.02] INFO:root:Epoch[33] Elapsed time 5.338 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.016529 INFO:root:Epoch[34] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=6.47] INFO:root:Epoch[34] Elapsed time 5.353 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.473458 INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.24] INFO:root:Epoch[35] Elapsed time 5.075 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.237328 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.39] INFO:root:Epoch[36] Elapsed time 5.124 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.385831 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.86] INFO:root:Epoch[37] Elapsed time 5.254 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.860052 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.81] INFO:root:Epoch[38] Elapsed time 5.158 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.806150 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.61it/s, avg_epoch_loss=7.16] INFO:root:Epoch[39] Elapsed time 5.376 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.164311 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.03] INFO:root:Epoch[40] Elapsed time 5.147 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.032399 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.83] INFO:root:Epoch[41] Elapsed time 5.340 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.833061 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=6.87] INFO:root:Epoch[42] Elapsed time 5.379 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.872506 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.95] INFO:root:Epoch[43] Elapsed time 5.136 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.947224 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.02] INFO:root:Epoch[44] Elapsed time 5.101 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.017744 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.81] INFO:root:Epoch[45] Elapsed time 5.157 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.814357 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.37it/s, avg_epoch_loss=6.03] INFO:root:Epoch[46] Elapsed time 5.761 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.030551 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.29it/s, avg_epoch_loss=6.32] INFO:root:Epoch[47] Elapsed time 5.469 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.320057 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.37it/s, avg_epoch_loss=7.17] INFO:root:Epoch[48] Elapsed time 5.447 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.165706 INFO:root:Epoch[49] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.85] INFO:root:Epoch[49] Elapsed time 5.099 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.849896 INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.37] INFO:root:Epoch[50] Elapsed time 5.121 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.365553 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.1] INFO:root:Epoch[51] Elapsed time 5.089 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.096480 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.81] INFO:root:Epoch[52] Elapsed time 5.171 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.810898 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.51] INFO:root:Epoch[53] Elapsed time 5.226 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.511703 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.65] INFO:root:Epoch[54] Elapsed time 5.243 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.650232 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.21] INFO:root:Epoch[55] Elapsed time 5.274 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.213131 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.93] INFO:root:Epoch[56] Elapsed time 5.218 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.929531 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=6.82] INFO:root:Epoch[57] Elapsed time 5.417 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.817441 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.9] INFO:root:Epoch[58] Elapsed time 5.070 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.900717 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=7.03] INFO:root:Epoch[59] Elapsed time 5.143 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.029018 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.89] INFO:root:Epoch[60] Elapsed time 5.242 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.892031 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.73] INFO:root:Epoch[61] Elapsed time 5.230 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.727026 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.44] INFO:root:Epoch[62] Elapsed time 5.306 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.437670 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=6.97] INFO:root:Epoch[63] Elapsed time 5.396 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.972975 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.59] INFO:root:Epoch[64] Elapsed time 5.136 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.587625 INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.45] INFO:root:Epoch[65] Elapsed time 5.172 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.451851 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.06] INFO:root:Epoch[66] Elapsed time 5.114 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.056173 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.78] INFO:root:Epoch[67] Elapsed time 5.202 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.784335 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.61] INFO:root:Epoch[68] Elapsed time 5.252 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.609497 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.38] INFO:root:Epoch[69] Elapsed time 5.166 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.376118 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.17] INFO:root:Epoch[70] Elapsed time 5.221 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.168066 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.8] INFO:root:Epoch[71] Elapsed time 5.271 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.804207 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.66] INFO:root:Epoch[72] Elapsed time 5.304 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.658939 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.99] INFO:root:Epoch[73] Elapsed time 5.168 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.988720 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.94] INFO:root:Epoch[74] Elapsed time 5.101 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.936662 INFO:root:Loading parameters from best epoch (64) INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.97] INFO:root:Epoch[75] Elapsed time 5.337 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.974997 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.61] INFO:root:Epoch[76] Elapsed time 5.132 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.609569 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.61] INFO:root:Epoch[77] Elapsed time 5.233 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.609359 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 17.97it/s, avg_epoch_loss=6.92] INFO:root:Epoch[78] Elapsed time 5.570 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.922649 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.63] INFO:root:Epoch[79] Elapsed time 5.119 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.628311 INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.37] INFO:root:Epoch[80] Elapsed time 5.136 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.371147 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 17.24it/s, avg_epoch_loss=6.01] INFO:root:Epoch[81] Elapsed time 5.801 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.011373 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.8] INFO:root:Epoch[82] Elapsed time 5.151 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.799075 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.58it/s, avg_epoch_loss=7.72] INFO:root:Epoch[83] Elapsed time 5.385 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.719896 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.38] INFO:root:Epoch[84] Elapsed time 5.309 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.383692 INFO:root:Loading parameters from best epoch (64) INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.1] INFO:root:Epoch[85] Elapsed time 5.200 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.103892 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.97] INFO:root:Epoch[86] Elapsed time 5.322 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.974042 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.72] INFO:root:Epoch[87] Elapsed time 5.301 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.724243 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.02] INFO:root:Epoch[88] Elapsed time 5.147 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.017161 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.02] INFO:root:Epoch[89] Elapsed time 5.094 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.019965 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.83] INFO:root:Epoch[90] Elapsed time 5.326 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.833595 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.68] INFO:root:Epoch[91] Elapsed time 5.137 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.678628 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.58] INFO:root:Epoch[92] Elapsed time 5.209 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.582194 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=6.95] INFO:root:Epoch[93] Elapsed time 5.401 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.945040 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.65] INFO:root:Epoch[94] Elapsed time 5.126 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.650513 INFO:root:Loading parameters from best epoch (64) INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.42] INFO:root:Epoch[95] Elapsed time 5.227 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.415553 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.01] INFO:root:Epoch[96] Elapsed time 5.119 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.010275 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.92] INFO:root:Epoch[97] Elapsed time 5.163 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.919608 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.94] INFO:root:Epoch[98] Elapsed time 5.321 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.938464 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.16] INFO:root:Epoch[99] Elapsed time 5.228 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.163496 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.22] INFO:root:Epoch[100] Elapsed time 5.207 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.221730 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.91] INFO:root:Epoch[101] Elapsed time 5.265 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.908575 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.64] INFO:root:Epoch[102] Elapsed time 5.334 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.641414 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.08] INFO:root:Epoch[103] Elapsed time 5.130 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.079527 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.02] INFO:root:Epoch[104] Elapsed time 5.091 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.023078 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=6.8] INFO:root:Epoch[105] Elapsed time 5.393 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.797747 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.63] INFO:root:Epoch[106] Elapsed time 5.150 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.630240 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.68] INFO:root:Epoch[107] Elapsed time 5.172 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.681875 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=6.87] INFO:root:Epoch[108] Elapsed time 5.414 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.865800 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.73] INFO:root:Epoch[109] Elapsed time 5.106 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.733946 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.35] INFO:root:Epoch[110] Elapsed time 5.117 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.348258 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.9] INFO:root:Epoch[111] Elapsed time 5.120 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.901000 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.01] INFO:root:Epoch[112] Elapsed time 5.130 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.005538 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=7.83] INFO:root:Epoch[113] Elapsed time 5.337 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.832601 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.12] INFO:root:Epoch[114] Elapsed time 5.185 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.117225 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 16.95it/s, avg_epoch_loss=6.33] INFO:root:Epoch[115] Elapsed time 5.905 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.329354 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.9] INFO:root:Epoch[116] Elapsed time 5.347 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.904044 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.35] INFO:root:Epoch[117] Elapsed time 5.300 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.352465 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.14] INFO:root:Epoch[118] Elapsed time 5.108 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.138479 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.98] INFO:root:Epoch[119] Elapsed time 5.095 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.983188 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.73] INFO:root:Epoch[120] Elapsed time 5.351 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.734966 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=5.48] INFO:root:Epoch[121] Elapsed time 5.281 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.479097 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.87] INFO:root:Epoch[122] Elapsed time 5.196 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.867888 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=6.64] INFO:root:Epoch[123] Elapsed time 5.403 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.637496 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.81] INFO:root:Epoch[124] Elapsed time 5.089 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.813354 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.32] INFO:root:Epoch[125] Elapsed time 5.114 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.317399 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.96] INFO:root:Epoch[126] Elapsed time 5.112 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.958101 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.07] INFO:root:Epoch[127] Elapsed time 5.165 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.074142 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=7.76] INFO:root:Epoch[128] Elapsed time 5.388 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.755120 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.02] INFO:root:Epoch[129] Elapsed time 5.209 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.023820 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.38] INFO:root:Epoch[130] Elapsed time 5.238 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.377623 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.93] INFO:root:Epoch[131] Elapsed time 5.306 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.925927 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.39] INFO:root:Epoch[132] Elapsed time 5.235 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.389716 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.11] INFO:root:Epoch[133] Elapsed time 5.180 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.114331 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.01] INFO:root:Epoch[134] Elapsed time 5.145 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.012226 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.67] INFO:root:Epoch[135] Elapsed time 5.351 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.667447 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.48] INFO:root:Epoch[136] Elapsed time 5.195 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.479448 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.79] INFO:root:Epoch[137] Elapsed time 5.241 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.791762 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.48it/s, avg_epoch_loss=6.7] INFO:root:Epoch[138] Elapsed time 5.417 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.696507 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.77] INFO:root:Epoch[139] Elapsed time 5.103 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.769265 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.32] INFO:root:Epoch[140] Elapsed time 5.097 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.321125 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.94] INFO:root:Epoch[141] Elapsed time 5.210 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.940076 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.02] INFO:root:Epoch[142] Elapsed time 5.132 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.020464 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=7.67] INFO:root:Epoch[143] Elapsed time 5.300 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.673438 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.04] INFO:root:Epoch[144] Elapsed time 5.145 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.040754 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.36] INFO:root:Epoch[145] Elapsed time 5.206 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.360629 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.86] INFO:root:Epoch[146] Elapsed time 5.281 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.856401 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.29] INFO:root:Epoch[147] Elapsed time 5.240 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.294315 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.11] INFO:root:Epoch[148] Elapsed time 5.111 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.106014 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=7.07] INFO:root:Epoch[149] Elapsed time 5.423 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.071929 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.77it/s, avg_epoch_loss=6.59] INFO:root:Epoch[150] Elapsed time 5.630 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.586868 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.41] INFO:root:Epoch[151] Elapsed time 5.176 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.412071 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.82] INFO:root:Epoch[152] Elapsed time 5.218 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.820024 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.03it/s, avg_epoch_loss=6.63] INFO:root:Epoch[153] Elapsed time 5.550 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.629701 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.72] INFO:root:Epoch[154] Elapsed time 5.094 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.724414 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.27] INFO:root:Epoch[155] Elapsed time 5.172 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.271839 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.94] INFO:root:Epoch[156] Elapsed time 5.184 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.943906 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.02] INFO:root:Epoch[157] Elapsed time 5.222 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.016185 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=7.61] INFO:root:Epoch[158] Elapsed time 5.296 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.614618 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.01] INFO:root:Epoch[159] Elapsed time 5.157 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.013539 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.32] INFO:root:Epoch[160] Elapsed time 5.189 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.321145 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.94] INFO:root:Epoch[161] Elapsed time 5.310 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.935896 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.33] INFO:root:Epoch[162] Elapsed time 5.230 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.327595 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.08] INFO:root:Epoch[163] Elapsed time 5.219 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.083852 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.02] INFO:root:Epoch[164] Elapsed time 5.094 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.018120 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.61] INFO:root:Epoch[165] Elapsed time 5.389 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.605126 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.38] INFO:root:Epoch[166] Elapsed time 5.141 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.375123 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.85] INFO:root:Epoch[167] Elapsed time 5.172 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.846061 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.63] INFO:root:Epoch[168] Elapsed time 5.397 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.630927 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.8] INFO:root:Epoch[169] Elapsed time 5.101 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.796373 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.24] INFO:root:Epoch[170] Elapsed time 5.128 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.243515 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.91] INFO:root:Epoch[171] Elapsed time 5.136 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.908745 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.09] INFO:root:Epoch[172] Elapsed time 5.252 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.094212 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=7.52] INFO:root:Epoch[173] Elapsed time 5.308 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.518101 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.85] INFO:root:Epoch[174] Elapsed time 5.182 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.846196 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.41] INFO:root:Epoch[175] Elapsed time 5.247 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.409021 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.84] INFO:root:Epoch[176] Elapsed time 5.317 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.844337 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.25] INFO:root:Epoch[177] Elapsed time 5.243 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.248634 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.09] INFO:root:Epoch[178] Elapsed time 5.140 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.090710 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.03] INFO:root:Epoch[179] Elapsed time 5.179 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.034307 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=6.53] INFO:root:Epoch[180] Elapsed time 5.379 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.525844 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=5.41] INFO:root:Epoch[181] Elapsed time 5.332 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.406286 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.81] INFO:root:Epoch[182] Elapsed time 5.261 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.808693 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.82it/s, avg_epoch_loss=6.54] INFO:root:Epoch[183] Elapsed time 5.614 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.541617 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.77it/s, avg_epoch_loss=5.8] INFO:root:Epoch[184] Elapsed time 5.628 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.798387 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.28] INFO:root:Epoch[185] Elapsed time 5.112 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.279807 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.89] INFO:root:Epoch[186] Elapsed time 5.202 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.889003 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.02] INFO:root:Epoch[187] Elapsed time 5.151 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.023005 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=7.61] INFO:root:Epoch[188] Elapsed time 5.352 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.608627 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=5.96] INFO:root:Epoch[189] Elapsed time 5.271 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.959453 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.33] INFO:root:Epoch[190] Elapsed time 5.250 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.331144 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.87] INFO:root:Epoch[191] Elapsed time 5.342 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.872477 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.27] INFO:root:Epoch[192] Elapsed time 5.373 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.274405 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.03] INFO:root:Epoch[193] Elapsed time 5.164 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.031871 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.91] INFO:root:Epoch[194] Elapsed time 5.088 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.909397 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=6.61] INFO:root:Epoch[195] Elapsed time 5.449 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.609676 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.33] INFO:root:Epoch[196] Elapsed time 5.209 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.331533 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.76] INFO:root:Epoch[197] Elapsed time 5.183 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.756174 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.38it/s, avg_epoch_loss=6.6] INFO:root:Epoch[198] Elapsed time 5.445 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.599669 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.68] INFO:root:Epoch[199] Elapsed time 5.124 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.679638 INFO:root:Loading parameters from best epoch (196) INFO:root:Final loss: 5.331533236503601 (occurred at epoch 196) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:40<00:00, 35.27it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 1.222459 0.14108 16.150686 0.127181 0.083178 49 epochs num_batches 0 200 100 Seed: 50
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.27it/s, avg_epoch_loss=7.46] INFO:root:Epoch[0] Elapsed time 5.478 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.457014 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=7.62] INFO:root:Epoch[1] Elapsed time 5.260 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.620613 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=7] INFO:root:Epoch[2] Elapsed time 5.423 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.002595 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.95] INFO:root:Epoch[3] Elapsed time 5.224 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.946253 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.28it/s, avg_epoch_loss=7.48] INFO:root:Epoch[4] Elapsed time 5.472 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.477988 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.28] INFO:root:Epoch[5] Elapsed time 5.090 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.280243 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.82] INFO:root:Epoch[6] Elapsed time 5.155 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.823689 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.5] INFO:root:Epoch[7] Elapsed time 5.244 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.499442 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.36] INFO:root:Epoch[8] Elapsed time 5.206 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.356663 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.7] INFO:root:Epoch[9] Elapsed time 5.292 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.702785 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.68] INFO:root:Epoch[10] Elapsed time 5.336 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.678098 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.67] INFO:root:Epoch[11] Elapsed time 5.229 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.671215 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=7.16] INFO:root:Epoch[12] Elapsed time 5.346 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.156151 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.78] INFO:root:Epoch[13] Elapsed time 5.243 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.784606 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.49] INFO:root:Epoch[14] Elapsed time 5.142 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.487962 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.13] INFO:root:Epoch[15] Elapsed time 5.131 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.128720 INFO:root:Loading parameters from best epoch (5) INFO:root:Epoch[16] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=7.42] INFO:root:Epoch[16] Elapsed time 5.451 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.416218 INFO:root:Epoch[17] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.86] INFO:root:Epoch[17] Elapsed time 5.159 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.859272 INFO:root:Epoch[18] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=7.28] INFO:root:Epoch[18] Elapsed time 5.165 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.279812 INFO:root:Epoch[19] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.30it/s, avg_epoch_loss=7] INFO:root:Epoch[19] Elapsed time 5.468 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.997787 INFO:root:Epoch[20] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.23] INFO:root:Epoch[20] Elapsed time 5.152 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.231307 INFO:root:Epoch[21] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.65] INFO:root:Epoch[21] Elapsed time 5.266 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.645055 INFO:root:Epoch[22] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.4] INFO:root:Epoch[22] Elapsed time 5.117 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.399958 INFO:root:Epoch[23] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.74] INFO:root:Epoch[23] Elapsed time 5.161 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.737415 INFO:root:Epoch[24] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=7.54] INFO:root:Epoch[24] Elapsed time 5.354 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.539758 INFO:root:Epoch[25] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.3] INFO:root:Epoch[25] Elapsed time 5.192 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.299291 INFO:root:Epoch[26] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=6.88] INFO:root:Epoch[26] Elapsed time 5.291 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.879822 INFO:root:Epoch[27] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=7.26] INFO:root:Epoch[27] Elapsed time 5.398 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.261269 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.5] INFO:root:Epoch[28] Elapsed time 5.101 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.500726 INFO:root:Epoch[29] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=7.04] INFO:root:Epoch[29] Elapsed time 5.077 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.037188 INFO:root:Epoch[30] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.3] INFO:root:Epoch[30] Elapsed time 5.084 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.298855 INFO:root:Epoch[31] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.22it/s, avg_epoch_loss=6.74] INFO:root:Epoch[31] Elapsed time 5.490 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.742443 INFO:root:Epoch[32] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.15] INFO:root:Epoch[32] Elapsed time 5.185 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.145552 INFO:root:Epoch[33] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.07it/s, avg_epoch_loss=7.15] INFO:root:Epoch[33] Elapsed time 5.861 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.151944 INFO:root:Epoch[34] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.72] INFO:root:Epoch[34] Elapsed time 5.285 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.719916 INFO:root:Epoch[35] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.42] INFO:root:Epoch[35] Elapsed time 5.074 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.423689 INFO:root:Epoch[36] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.65] INFO:root:Epoch[36] Elapsed time 5.126 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.653916 INFO:root:Epoch[37] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.12] INFO:root:Epoch[37] Elapsed time 5.116 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.120348 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[38] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.27] INFO:root:Epoch[38] Elapsed time 5.148 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.265991 INFO:root:Epoch[39] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.58] INFO:root:Epoch[39] Elapsed time 5.285 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.579222 INFO:root:Epoch[40] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.49] INFO:root:Epoch[40] Elapsed time 5.158 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.492619 INFO:root:Epoch[41] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.2] INFO:root:Epoch[41] Elapsed time 5.212 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.202656 INFO:root:Epoch[42] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.22] INFO:root:Epoch[42] Elapsed time 5.315 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.216275 INFO:root:Epoch[43] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.53] INFO:root:Epoch[43] Elapsed time 5.095 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.527956 INFO:root:Epoch[44] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.19] INFO:root:Epoch[44] Elapsed time 5.109 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.194469 INFO:root:Epoch[45] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=7.14] INFO:root:Epoch[45] Elapsed time 5.127 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.135344 INFO:root:Epoch[46] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=6.54] INFO:root:Epoch[46] Elapsed time 5.331 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.540507 INFO:root:Epoch[47] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.44] INFO:root:Epoch[47] Elapsed time 5.172 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.444684 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[48] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=7.76] INFO:root:Epoch[48] Elapsed time 5.344 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.763681 INFO:root:Epoch[49] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.43] INFO:root:Epoch[49] Elapsed time 5.180 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.430790 INFO:root:Epoch[50] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.62] INFO:root:Epoch[50] Elapsed time 5.113 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.620181 INFO:root:Epoch[51] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.66] INFO:root:Epoch[51] Elapsed time 5.058 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.657236 INFO:root:Epoch[52] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.21] INFO:root:Epoch[52] Elapsed time 5.141 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.209225 INFO:root:Epoch[53] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7.67] INFO:root:Epoch[53] Elapsed time 5.184 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.669665 INFO:root:Epoch[54] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=7.24] INFO:root:Epoch[54] Elapsed time 5.264 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.235434 INFO:root:Epoch[55] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.57] INFO:root:Epoch[55] Elapsed time 5.212 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.568150 INFO:root:Epoch[56] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.18] INFO:root:Epoch[56] Elapsed time 5.175 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.179712 INFO:root:Epoch[57] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=7.13] INFO:root:Epoch[57] Elapsed time 5.356 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.130664 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[58] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.5] INFO:root:Epoch[58] Elapsed time 5.143 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.500686 INFO:root:Epoch[59] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=7.56] INFO:root:Epoch[59] Elapsed time 5.082 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.559634 INFO:root:Epoch[60] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=7.17] INFO:root:Epoch[60] Elapsed time 5.202 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.169775 INFO:root:Epoch[61] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.37] INFO:root:Epoch[61] Elapsed time 5.258 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.367492 INFO:root:Epoch[62] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.77] INFO:root:Epoch[62] Elapsed time 5.170 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.765860 INFO:root:Epoch[63] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=7.39] INFO:root:Epoch[63] Elapsed time 5.418 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.387874 INFO:root:Epoch[64] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.32] INFO:root:Epoch[64] Elapsed time 5.082 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.322950 INFO:root:Epoch[65] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.69] INFO:root:Epoch[65] Elapsed time 5.105 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.685806 INFO:root:Epoch[66] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.47] INFO:root:Epoch[66] Elapsed time 5.118 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.468734 INFO:root:Epoch[67] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.25it/s, avg_epoch_loss=6.21] INFO:root:Epoch[67] Elapsed time 5.799 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.209415 INFO:root:Epoch[68] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=7.92] INFO:root:Epoch[68] Elapsed time 5.202 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.916669 INFO:root:Epoch[69] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.09] INFO:root:Epoch[69] Elapsed time 5.250 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=7.088307 INFO:root:Epoch[70] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.57] INFO:root:Epoch[70] Elapsed time 5.226 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.569975 INFO:root:Epoch[71] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.17] INFO:root:Epoch[71] Elapsed time 5.315 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.173690 INFO:root:Epoch[72] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=7.17] INFO:root:Epoch[72] Elapsed time 5.354 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.170078 INFO:root:Epoch[73] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.47] INFO:root:Epoch[73] Elapsed time 5.127 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.468299 INFO:root:Epoch[74] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.36] INFO:root:Epoch[74] Elapsed time 5.141 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.359673 INFO:root:Epoch[75] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=7.1] INFO:root:Epoch[75] Elapsed time 5.163 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.099656 INFO:root:Epoch[76] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.34] INFO:root:Epoch[76] Elapsed time 5.400 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.342368 INFO:root:Epoch[77] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.64] INFO:root:Epoch[77] Elapsed time 5.182 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.638295 INFO:root:Epoch[78] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.06it/s, avg_epoch_loss=7.26] INFO:root:Epoch[78] Elapsed time 5.542 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.260476 INFO:root:Epoch[79] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.19] INFO:root:Epoch[79] Elapsed time 5.145 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.190117 INFO:root:Epoch[80] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.76] INFO:root:Epoch[80] Elapsed time 5.110 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.758985 INFO:root:Epoch[81] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.42] INFO:root:Epoch[81] Elapsed time 5.148 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.417238 INFO:root:Epoch[82] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.08] INFO:root:Epoch[82] Elapsed time 5.186 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.081892 INFO:root:Epoch[83] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=7.98] INFO:root:Epoch[83] Elapsed time 5.278 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.978798 INFO:root:Epoch[84] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.89] INFO:root:Epoch[84] Elapsed time 5.259 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.887777 INFO:root:Epoch[85] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.51] INFO:root:Epoch[85] Elapsed time 5.236 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.508604 INFO:root:Epoch[86] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=7.12] INFO:root:Epoch[86] Elapsed time 5.354 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.115967 INFO:root:Epoch[87] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=7.1] INFO:root:Epoch[87] Elapsed time 5.331 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.095331 INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.4] INFO:root:Epoch[88] Elapsed time 5.241 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.397500 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.32] INFO:root:Epoch[89] Elapsed time 5.084 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.318612 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=7.08] INFO:root:Epoch[90] Elapsed time 5.309 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.082935 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.92] INFO:root:Epoch[91] Elapsed time 5.121 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.915118 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.84] INFO:root:Epoch[92] Elapsed time 5.227 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.844853 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=7.2] INFO:root:Epoch[93] Elapsed time 5.434 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.197963 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.02] INFO:root:Epoch[94] Elapsed time 5.147 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.022270 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.65] INFO:root:Epoch[95] Elapsed time 5.084 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.652914 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.33] INFO:root:Epoch[96] Elapsed time 5.122 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.334978 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.09] INFO:root:Epoch[97] Elapsed time 5.103 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.085510 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.92] INFO:root:Epoch[98] Elapsed time 5.322 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.921922 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.6] INFO:root:Epoch[99] Elapsed time 5.263 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.603769 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=6.41] INFO:root:Epoch[100] Elapsed time 5.277 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.409465 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.58it/s, avg_epoch_loss=7.14] INFO:root:Epoch[101] Elapsed time 5.694 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.135248 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.00it/s, avg_epoch_loss=6.91] INFO:root:Epoch[102] Elapsed time 5.558 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.914415 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.39] INFO:root:Epoch[103] Elapsed time 5.094 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.393842 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.23] INFO:root:Epoch[104] Elapsed time 5.133 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.227101 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.65it/s, avg_epoch_loss=6.97] INFO:root:Epoch[105] Elapsed time 5.363 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.972965 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.73] INFO:root:Epoch[106] Elapsed time 5.111 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.727432 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.84] INFO:root:Epoch[107] Elapsed time 5.317 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.843709 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=7.14] INFO:root:Epoch[108] Elapsed time 5.426 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.136796 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.91] INFO:root:Epoch[109] Elapsed time 5.098 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.908090 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.58] INFO:root:Epoch[110] Elapsed time 5.173 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.576576 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.28] INFO:root:Epoch[111] Elapsed time 5.099 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.283164 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.1] INFO:root:Epoch[112] Elapsed time 5.153 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.098278 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=7.87] INFO:root:Epoch[113] Elapsed time 5.349 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.868675 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.51] INFO:root:Epoch[114] Elapsed time 5.235 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.513060 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.3] INFO:root:Epoch[115] Elapsed time 5.199 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.302150 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=7.08] INFO:root:Epoch[116] Elapsed time 5.196 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.080886 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.9] INFO:root:Epoch[117] Elapsed time 5.313 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.902530 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.26] INFO:root:Epoch[118] Elapsed time 5.123 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.260800 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.13] INFO:root:Epoch[119] Elapsed time 5.087 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.125932 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.93] INFO:root:Epoch[120] Elapsed time 5.311 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.933249 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.66] INFO:root:Epoch[121] Elapsed time 5.131 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.661615 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.82] INFO:root:Epoch[122] Elapsed time 5.180 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.816901 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.37it/s, avg_epoch_loss=7.03] INFO:root:Epoch[123] Elapsed time 5.445 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=7.032386 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.81] INFO:root:Epoch[124] Elapsed time 5.096 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.813866 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.5] INFO:root:Epoch[125] Elapsed time 5.099 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.501789 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.25] INFO:root:Epoch[126] Elapsed time 5.100 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.250336 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.01] INFO:root:Epoch[127] Elapsed time 5.157 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.014699 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=7.7] INFO:root:Epoch[128] Elapsed time 5.276 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.697634 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.4] INFO:root:Epoch[129] Elapsed time 5.174 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.404291 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.23] INFO:root:Epoch[130] Elapsed time 5.225 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.228293 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.94] INFO:root:Epoch[131] Elapsed time 5.132 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.937911 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.77] INFO:root:Epoch[132] Elapsed time 5.287 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.773574 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.22] INFO:root:Epoch[133] Elapsed time 5.130 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.221039 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.99] INFO:root:Epoch[134] Elapsed time 5.090 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.985388 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.94] INFO:root:Epoch[135] Elapsed time 5.342 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.944596 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.32it/s, avg_epoch_loss=5.56] INFO:root:Epoch[136] Elapsed time 5.779 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.564526 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.83] INFO:root:Epoch[137] Elapsed time 5.182 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.832480 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=6.9] INFO:root:Epoch[138] Elapsed time 5.430 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.900483 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.91] INFO:root:Epoch[139] Elapsed time 5.113 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.906987 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.42] INFO:root:Epoch[140] Elapsed time 5.099 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.415054 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.12] INFO:root:Epoch[141] Elapsed time 5.109 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.116220 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.11] INFO:root:Epoch[142] Elapsed time 5.138 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.110217 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.57] INFO:root:Epoch[143] Elapsed time 5.293 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.568701 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.19] INFO:root:Epoch[144] Elapsed time 5.170 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.188957 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.28] INFO:root:Epoch[145] Elapsed time 5.219 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.278201 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.94] INFO:root:Epoch[146] Elapsed time 5.286 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.937349 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.56] INFO:root:Epoch[147] Elapsed time 5.253 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.557953 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.15] INFO:root:Epoch[148] Elapsed time 5.105 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.154163 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.94] INFO:root:Epoch[149] Elapsed time 5.091 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.938161 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.92] INFO:root:Epoch[150] Elapsed time 5.329 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.915646 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.49] INFO:root:Epoch[151] Elapsed time 5.145 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.487408 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.83] INFO:root:Epoch[152] Elapsed time 5.207 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.833420 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=6.91] INFO:root:Epoch[153] Elapsed time 5.420 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.905239 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.74] INFO:root:Epoch[154] Elapsed time 5.108 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.740821 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.4] INFO:root:Epoch[155] Elapsed time 5.071 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.402712 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.04] INFO:root:Epoch[156] Elapsed time 5.131 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.042212 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.97] INFO:root:Epoch[157] Elapsed time 5.128 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.972776 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=7.52] INFO:root:Epoch[158] Elapsed time 5.294 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.523790 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.08] INFO:root:Epoch[159] Elapsed time 5.139 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.081641 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.17] INFO:root:Epoch[160] Elapsed time 5.187 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.173917 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.86] INFO:root:Epoch[161] Elapsed time 5.253 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.856391 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=6.59] INFO:root:Epoch[162] Elapsed time 5.296 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.587045 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.09] INFO:root:Epoch[163] Elapsed time 5.141 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.087451 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.93] INFO:root:Epoch[164] Elapsed time 5.127 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.934241 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.88] INFO:root:Epoch[165] Elapsed time 5.348 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.878213 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.43] INFO:root:Epoch[166] Elapsed time 5.173 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.427725 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.81] INFO:root:Epoch[167] Elapsed time 5.185 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.811003 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.31it/s, avg_epoch_loss=6.7] INFO:root:Epoch[168] Elapsed time 5.465 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.702007 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.82] INFO:root:Epoch[169] Elapsed time 5.116 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.815279 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.31it/s, avg_epoch_loss=6.35] INFO:root:Epoch[170] Elapsed time 5.780 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.345097 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6] INFO:root:Epoch[171] Elapsed time 5.132 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.001922 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.18] INFO:root:Epoch[172] Elapsed time 5.136 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.177633 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=7.34] INFO:root:Epoch[173] Elapsed time 5.336 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.337820 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.95] INFO:root:Epoch[174] Elapsed time 5.157 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.949376 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.44] INFO:root:Epoch[175] Elapsed time 5.238 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.442263 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.84] INFO:root:Epoch[176] Elapsed time 5.300 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.838539 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.32] INFO:root:Epoch[177] Elapsed time 5.227 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.315463 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.21] INFO:root:Epoch[178] Elapsed time 5.105 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.208203 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.98] INFO:root:Epoch[179] Elapsed time 5.095 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.982501 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.6] INFO:root:Epoch[180] Elapsed time 5.340 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.595152 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.41] INFO:root:Epoch[181] Elapsed time 5.169 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.411523 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.86] INFO:root:Epoch[182] Elapsed time 5.157 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.863500 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.48it/s, avg_epoch_loss=6.68] INFO:root:Epoch[183] Elapsed time 5.416 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.677089 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.85] INFO:root:Epoch[184] Elapsed time 5.102 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.845411 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.26] INFO:root:Epoch[185] Elapsed time 5.121 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.263713 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.96] INFO:root:Epoch[186] Elapsed time 5.145 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.955378 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.26] INFO:root:Epoch[187] Elapsed time 5.129 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.261299 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.29] INFO:root:Epoch[188] Elapsed time 5.290 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.292837 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.82] INFO:root:Epoch[189] Elapsed time 5.151 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.823829 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.46] INFO:root:Epoch[190] Elapsed time 5.230 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.463245 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.81] INFO:root:Epoch[191] Elapsed time 5.350 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.810371 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.21] INFO:root:Epoch[192] Elapsed time 5.190 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.207162 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.27] INFO:root:Epoch[193] Elapsed time 5.104 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.269238 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.01] INFO:root:Epoch[194] Elapsed time 5.109 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.009517 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=6.43] INFO:root:Epoch[195] Elapsed time 5.370 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.429807 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.46] INFO:root:Epoch[196] Elapsed time 5.178 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.464276 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.97] INFO:root:Epoch[197] Elapsed time 5.218 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.968992 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=6.47] INFO:root:Epoch[198] Elapsed time 5.398 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.465241 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.85] INFO:root:Epoch[199] Elapsed time 5.090 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.853263 INFO:root:Loading parameters from best epoch (181) INFO:root:Final loss: 5.411522722244262 (occurred at epoch 181) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:41<00:00, 35.25it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.518088 0.149186 27.738966 0.133551 0.090348 seed epochs num_batches 0 50 200 100 Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661 100%|██████████| 100/100 [00:05<00:00, 18.20it/s, avg_epoch_loss=7.33] INFO:root:Epoch[0] Elapsed time 5.496 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.330464 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.59] INFO:root:Epoch[1] Elapsed time 5.246 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.593639 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.09it/s, avg_epoch_loss=7.14] INFO:root:Epoch[2] Elapsed time 5.533 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.135121 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.96] INFO:root:Epoch[3] Elapsed time 5.252 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.961173 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.08it/s, avg_epoch_loss=7.43] INFO:root:Epoch[4] Elapsed time 5.532 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.430795 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.4] INFO:root:Epoch[5] Elapsed time 5.129 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.403822 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.86] INFO:root:Epoch[6] Elapsed time 5.141 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.857569 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.6] INFO:root:Epoch[7] Elapsed time 5.115 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.602885 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.43] INFO:root:Epoch[8] Elapsed time 5.198 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.425244 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=7.77] INFO:root:Epoch[9] Elapsed time 5.424 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.765791 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.74] INFO:root:Epoch[10] Elapsed time 5.332 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.737446 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=6.56] INFO:root:Epoch[11] Elapsed time 5.354 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.559040 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.15] INFO:root:Epoch[12] Elapsed time 5.312 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.146141 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.92] INFO:root:Epoch[13] Elapsed time 5.327 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.924378 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.55] INFO:root:Epoch[14] Elapsed time 5.127 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.551111 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.19] INFO:root:Epoch[15] Elapsed time 5.176 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.194176 INFO:root:Loading parameters from best epoch (5) INFO:root:Epoch[16] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.15it/s, avg_epoch_loss=7.43] INFO:root:Epoch[16] Elapsed time 5.516 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.428043 INFO:root:Epoch[17] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.93] INFO:root:Epoch[17] Elapsed time 5.177 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.926133 INFO:root:Epoch[18] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=7.29] INFO:root:Epoch[18] Elapsed time 5.306 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.286485 INFO:root:Epoch[19] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 16.89it/s, avg_epoch_loss=7] INFO:root:Epoch[19] Elapsed time 5.925 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.995339 INFO:root:Epoch[20] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.28] INFO:root:Epoch[20] Elapsed time 5.225 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.279957 INFO:root:Epoch[21] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.65] INFO:root:Epoch[21] Elapsed time 5.116 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.649201 INFO:root:Epoch[22] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.32] INFO:root:Epoch[22] Elapsed time 5.153 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.317956 INFO:root:Epoch[23] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.78] INFO:root:Epoch[23] Elapsed time 5.149 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.775468 INFO:root:Epoch[24] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.59it/s, avg_epoch_loss=7.58] INFO:root:Epoch[24] Elapsed time 5.381 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.579208 INFO:root:Epoch[25] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.27] INFO:root:Epoch[25] Elapsed time 5.179 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.268700 INFO:root:Epoch[26] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.94] INFO:root:Epoch[26] Elapsed time 5.281 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.935820 INFO:root:Epoch[27] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=7.28] INFO:root:Epoch[27] Elapsed time 5.410 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.277349 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.53] INFO:root:Epoch[28] Elapsed time 5.097 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.525640 INFO:root:Epoch[29] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.04] INFO:root:Epoch[29] Elapsed time 5.113 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.036078 INFO:root:Epoch[30] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.33] INFO:root:Epoch[30] Elapsed time 5.150 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.334914 INFO:root:Epoch[31] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.23it/s, avg_epoch_loss=6.7] INFO:root:Epoch[31] Elapsed time 5.487 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.704346 INFO:root:Epoch[32] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.4] INFO:root:Epoch[32] Elapsed time 5.181 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.396946 INFO:root:Epoch[33] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=7.22] INFO:root:Epoch[33] Elapsed time 5.275 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.222166 INFO:root:Epoch[34] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.55] INFO:root:Epoch[34] Elapsed time 5.316 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.553964 INFO:root:Epoch[35] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.49] INFO:root:Epoch[35] Elapsed time 5.130 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.492641 INFO:root:Epoch[36] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.68] INFO:root:Epoch[36] Elapsed time 5.124 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.676923 INFO:root:Epoch[37] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.11] INFO:root:Epoch[37] Elapsed time 5.160 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.106522 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[38] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.43] INFO:root:Epoch[38] Elapsed time 5.183 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.431023 INFO:root:Epoch[39] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=7.49] INFO:root:Epoch[39] Elapsed time 5.295 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.489672 INFO:root:Epoch[40] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.52] INFO:root:Epoch[40] Elapsed time 5.195 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.515709 INFO:root:Epoch[41] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.18] INFO:root:Epoch[41] Elapsed time 5.241 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.182026 INFO:root:Epoch[42] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.67it/s, avg_epoch_loss=7.16] INFO:root:Epoch[42] Elapsed time 5.360 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.160016 INFO:root:Epoch[43] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.52] INFO:root:Epoch[43] Elapsed time 5.136 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.523904 INFO:root:Epoch[44] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.28] INFO:root:Epoch[44] Elapsed time 5.102 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.280830 INFO:root:Epoch[45] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.19] INFO:root:Epoch[45] Elapsed time 5.137 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.189422 INFO:root:Epoch[46] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=6.57] INFO:root:Epoch[46] Elapsed time 5.356 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.566785 INFO:root:Epoch[47] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.48] INFO:root:Epoch[47] Elapsed time 5.193 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.480925 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[48] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=7.75] INFO:root:Epoch[48] Elapsed time 5.330 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.752990 INFO:root:Epoch[49] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.53] INFO:root:Epoch[49] Elapsed time 5.225 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.531685 INFO:root:Epoch[50] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.57] INFO:root:Epoch[50] Elapsed time 5.120 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.571472 INFO:root:Epoch[51] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.66] INFO:root:Epoch[51] Elapsed time 5.116 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.663148 INFO:root:Epoch[52] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.22] INFO:root:Epoch[52] Elapsed time 5.184 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.221303 INFO:root:Epoch[53] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.72] INFO:root:Epoch[53] Elapsed time 5.241 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.716012 INFO:root:Epoch[54] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 16.84it/s, avg_epoch_loss=7.15] INFO:root:Epoch[54] Elapsed time 5.943 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.149361 INFO:root:Epoch[55] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.52] INFO:root:Epoch[55] Elapsed time 5.200 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.524222 INFO:root:Epoch[56] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=7.2] INFO:root:Epoch[56] Elapsed time 5.221 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.197541 INFO:root:Epoch[57] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=7.19] INFO:root:Epoch[57] Elapsed time 5.340 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.185125 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[58] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.43] INFO:root:Epoch[58] Elapsed time 5.109 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.434229 INFO:root:Epoch[59] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.6] INFO:root:Epoch[59] Elapsed time 5.112 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.602090 INFO:root:Epoch[60] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.28] INFO:root:Epoch[60] Elapsed time 5.205 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.275367 INFO:root:Epoch[61] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.45] INFO:root:Epoch[61] Elapsed time 5.284 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.446931 INFO:root:Epoch[62] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.78] INFO:root:Epoch[62] Elapsed time 5.200 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.775395 INFO:root:Epoch[63] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=7.4] INFO:root:Epoch[63] Elapsed time 5.452 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.397183 INFO:root:Epoch[64] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.34] INFO:root:Epoch[64] Elapsed time 5.139 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.343832 INFO:root:Epoch[65] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.78] INFO:root:Epoch[65] Elapsed time 5.121 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.779176 INFO:root:Epoch[66] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.5] INFO:root:Epoch[66] Elapsed time 5.139 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.502620 INFO:root:Epoch[67] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.24] INFO:root:Epoch[67] Elapsed time 5.169 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.240761 INFO:root:Epoch[68] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=8.08] INFO:root:Epoch[68] Elapsed time 5.266 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=8.081921 INFO:root:Epoch[69] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.95] INFO:root:Epoch[69] Elapsed time 5.250 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.952840 INFO:root:Epoch[70] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.55] INFO:root:Epoch[70] Elapsed time 5.224 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.546379 INFO:root:Epoch[71] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=7.23] INFO:root:Epoch[71] Elapsed time 5.232 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.227022 INFO:root:Epoch[72] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.14] INFO:root:Epoch[72] Elapsed time 5.323 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.138677 INFO:root:Epoch[73] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.49] INFO:root:Epoch[73] Elapsed time 5.107 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.490303 INFO:root:Epoch[74] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.32] INFO:root:Epoch[74] Elapsed time 5.113 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.323455 INFO:root:Epoch[75] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=7.16] INFO:root:Epoch[75] Elapsed time 5.344 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.164959 INFO:root:Epoch[76] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.2] INFO:root:Epoch[76] Elapsed time 5.165 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.201985 INFO:root:Epoch[77] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.85] INFO:root:Epoch[77] Elapsed time 5.196 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.849239 INFO:root:Epoch[78] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=7.29] INFO:root:Epoch[78] Elapsed time 5.455 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.293361 INFO:root:Epoch[79] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.15] INFO:root:Epoch[79] Elapsed time 5.123 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.148515 INFO:root:Epoch[80] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.77] INFO:root:Epoch[80] Elapsed time 5.081 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.771984 INFO:root:Epoch[81] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.45] INFO:root:Epoch[81] Elapsed time 5.112 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.454677 INFO:root:Epoch[82] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.11] INFO:root:Epoch[82] Elapsed time 5.166 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.111122 INFO:root:Epoch[83] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.9] INFO:root:Epoch[83] Elapsed time 5.213 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.896640 INFO:root:Epoch[84] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.94] INFO:root:Epoch[84] Elapsed time 5.237 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.938140 INFO:root:Epoch[85] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.51] INFO:root:Epoch[85] Elapsed time 5.246 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.513195 INFO:root:Epoch[86] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=7.17] INFO:root:Epoch[86] Elapsed time 5.202 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.165805 INFO:root:Epoch[87] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=7.05] INFO:root:Epoch[87] Elapsed time 5.368 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.046536 INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.28it/s, avg_epoch_loss=6.41] INFO:root:Epoch[88] Elapsed time 5.791 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.412414 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.41] INFO:root:Epoch[89] Elapsed time 5.131 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.413458 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=7.1] INFO:root:Epoch[90] Elapsed time 5.296 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.097216 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.14] INFO:root:Epoch[91] Elapsed time 5.225 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.141805 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.81] INFO:root:Epoch[92] Elapsed time 5.216 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.806468 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.29it/s, avg_epoch_loss=7.27] INFO:root:Epoch[93] Elapsed time 5.469 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.266792 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.07] INFO:root:Epoch[94] Elapsed time 5.143 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.067690 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.72] INFO:root:Epoch[95] Elapsed time 5.112 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.722899 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.39] INFO:root:Epoch[96] Elapsed time 5.133 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.390269 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.08] INFO:root:Epoch[97] Elapsed time 5.204 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.078904 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.88] INFO:root:Epoch[98] Elapsed time 5.240 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.882353 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.87] INFO:root:Epoch[99] Elapsed time 5.227 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.871935 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.42] INFO:root:Epoch[100] Elapsed time 5.225 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.415632 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.13] INFO:root:Epoch[101] Elapsed time 5.248 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.128712 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=7] INFO:root:Epoch[102] Elapsed time 5.343 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=7.001038 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.36] INFO:root:Epoch[103] Elapsed time 5.169 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.363550 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=7.37] INFO:root:Epoch[104] Elapsed time 5.099 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.370417 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7.05] INFO:root:Epoch[105] Elapsed time 5.313 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=7.054479 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.95] INFO:root:Epoch[106] Elapsed time 5.223 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.946584 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.85] INFO:root:Epoch[107] Elapsed time 5.227 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.845803 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=7.1] INFO:root:Epoch[108] Elapsed time 5.454 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.099484 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.01] INFO:root:Epoch[109] Elapsed time 5.133 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.007719 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.65] INFO:root:Epoch[110] Elapsed time 5.130 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.650577 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.36] INFO:root:Epoch[111] Elapsed time 5.123 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.362755 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.18] INFO:root:Epoch[112] Elapsed time 5.148 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.179750 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=7.86] INFO:root:Epoch[113] Elapsed time 5.334 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.861218 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.53] INFO:root:Epoch[114] Elapsed time 5.176 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.528429 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.34] INFO:root:Epoch[115] Elapsed time 5.225 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.343607 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=7.11] INFO:root:Epoch[116] Elapsed time 5.276 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.106492 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.91] INFO:root:Epoch[117] Elapsed time 5.344 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.907878 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.33] INFO:root:Epoch[118] Elapsed time 5.141 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.334254 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.21] INFO:root:Epoch[119] Elapsed time 5.134 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.205297 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.99] INFO:root:Epoch[120] Elapsed time 5.344 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.991904 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.75] INFO:root:Epoch[121] Elapsed time 5.153 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.751826 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.77it/s, avg_epoch_loss=6.75] INFO:root:Epoch[122] Elapsed time 5.630 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.747886 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.54it/s, avg_epoch_loss=7.08] INFO:root:Epoch[123] Elapsed time 5.703 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=7.082309 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.86] INFO:root:Epoch[124] Elapsed time 5.141 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.861047 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.59] INFO:root:Epoch[125] Elapsed time 5.110 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.585191 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.27] INFO:root:Epoch[126] Elapsed time 5.171 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.267251 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6] INFO:root:Epoch[127] Elapsed time 5.230 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.002099 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=7.76] INFO:root:Epoch[128] Elapsed time 5.389 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.758395 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.48] INFO:root:Epoch[129] Elapsed time 5.224 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.479958 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.29] INFO:root:Epoch[130] Elapsed time 5.251 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.287026 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=7.01] INFO:root:Epoch[131] Elapsed time 5.325 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=7.008123 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.82] INFO:root:Epoch[132] Elapsed time 5.322 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.824427 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.18] INFO:root:Epoch[133] Elapsed time 5.283 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.176440 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.06] INFO:root:Epoch[134] Elapsed time 5.106 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.058624 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=6.89] INFO:root:Epoch[135] Elapsed time 5.430 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.885734 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.67] INFO:root:Epoch[136] Elapsed time 5.177 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.670985 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.74] INFO:root:Epoch[137] Elapsed time 5.243 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.741471 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.04it/s, avg_epoch_loss=6.99] INFO:root:Epoch[138] Elapsed time 5.544 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.985900 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.81] INFO:root:Epoch[139] Elapsed time 5.127 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.806332 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.47] INFO:root:Epoch[140] Elapsed time 5.190 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.474331 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.18] INFO:root:Epoch[141] Elapsed time 5.144 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.175261 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.93] INFO:root:Epoch[142] Elapsed time 5.192 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.933035 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=7.63] INFO:root:Epoch[143] Elapsed time 5.280 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.626493 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.31] INFO:root:Epoch[144] Elapsed time 5.323 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.312952 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.2] INFO:root:Epoch[145] Elapsed time 5.229 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.201050 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.85] INFO:root:Epoch[146] Elapsed time 5.346 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.851673 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.71] INFO:root:Epoch[147] Elapsed time 5.308 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.705554 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.13] INFO:root:Epoch[148] Elapsed time 5.108 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.129899 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.99] INFO:root:Epoch[149] Elapsed time 5.136 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.986838 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.9] INFO:root:Epoch[150] Elapsed time 5.344 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.904896 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.6] INFO:root:Epoch[151] Elapsed time 5.193 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.604480 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.8] INFO:root:Epoch[152] Elapsed time 5.260 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.802545 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=6.89] INFO:root:Epoch[153] Elapsed time 5.440 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.894608 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.81] INFO:root:Epoch[154] Elapsed time 5.140 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.810821 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.46] INFO:root:Epoch[155] Elapsed time 5.138 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.458979 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.07it/s, avg_epoch_loss=6.1] INFO:root:Epoch[156] Elapsed time 5.539 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.101579 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.32it/s, avg_epoch_loss=6.06] INFO:root:Epoch[157] Elapsed time 5.775 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.056172 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=7.51] INFO:root:Epoch[158] Elapsed time 5.346 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.513949 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.12] INFO:root:Epoch[159] Elapsed time 5.199 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.115437 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.24] INFO:root:Epoch[160] Elapsed time 5.205 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.235110 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.9] INFO:root:Epoch[161] Elapsed time 5.302 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.901401 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.62] INFO:root:Epoch[162] Elapsed time 5.294 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.622882 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.12] INFO:root:Epoch[163] Elapsed time 5.194 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.122151 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.96] INFO:root:Epoch[164] Elapsed time 5.089 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.963024 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=6.88] INFO:root:Epoch[165] Elapsed time 5.398 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.877655 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.52] INFO:root:Epoch[166] Elapsed time 5.199 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.516192 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.63] INFO:root:Epoch[167] Elapsed time 5.311 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.630576 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=7.01] INFO:root:Epoch[168] Elapsed time 5.438 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=7.013317 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.72] INFO:root:Epoch[169] Elapsed time 5.175 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.720961 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.42] INFO:root:Epoch[170] Elapsed time 5.136 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.419938 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.07] INFO:root:Epoch[171] Elapsed time 5.139 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.065203 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.86] INFO:root:Epoch[172] Elapsed time 5.254 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.860473 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=7.54] INFO:root:Epoch[173] Elapsed time 5.323 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.535173 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.14] INFO:root:Epoch[174] Elapsed time 5.185 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.135235 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.14] INFO:root:Epoch[175] Elapsed time 5.241 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.137055 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=6.77] INFO:root:Epoch[176] Elapsed time 5.423 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.774629 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.61] INFO:root:Epoch[177] Elapsed time 5.350 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.610231 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.99] INFO:root:Epoch[178] Elapsed time 5.143 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.990608 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.9] INFO:root:Epoch[179] Elapsed time 5.144 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.895112 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=6.84] INFO:root:Epoch[180] Elapsed time 5.354 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.840138 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=5.52] INFO:root:Epoch[181] Elapsed time 5.306 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.523943 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.71] INFO:root:Epoch[182] Elapsed time 5.212 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.713035 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.15it/s, avg_epoch_loss=6.88] INFO:root:Epoch[183] Elapsed time 5.513 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.876631 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.72] INFO:root:Epoch[184] Elapsed time 5.166 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.718987 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.42] INFO:root:Epoch[185] Elapsed time 5.209 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.421438 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.05] INFO:root:Epoch[186] Elapsed time 5.145 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.052841 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.89] INFO:root:Epoch[187] Elapsed time 5.163 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.887495 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=7.49] INFO:root:Epoch[188] Elapsed time 5.319 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.488823 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.05] INFO:root:Epoch[189] Elapsed time 5.182 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.045995 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=6.17] INFO:root:Epoch[190] Elapsed time 5.450 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.170317 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.14it/s, avg_epoch_loss=6.76] INFO:root:Epoch[191] Elapsed time 5.837 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.761967 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.5] INFO:root:Epoch[192] Elapsed time 5.391 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.500263 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.06] INFO:root:Epoch[193] Elapsed time 5.148 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.055459 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.94] INFO:root:Epoch[194] Elapsed time 5.167 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.937281 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.82] INFO:root:Epoch[195] Elapsed time 5.399 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.815093 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.41] INFO:root:Epoch[196] Elapsed time 5.165 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.408365 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.7] INFO:root:Epoch[197] Elapsed time 5.215 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.697079 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=6.85] INFO:root:Epoch[198] Elapsed time 5.451 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.845824 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.75] INFO:root:Epoch[199] Elapsed time 5.171 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.753400 INFO:root:Loading parameters from best epoch (196) INFO:root:Final loss: 5.408364782333374 (occurred at epoch 196) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:43<00:00, 35.19it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 1.439358 0.153416 23.16515 0.140319 0.092905 51 epochs num_batches 0 200 100
Out[14]:
| MASE | sMAPE | MSIS | wQuantileLoss[0.5] | wQuantileLoss[0.9] | seed | epochs | num_batches | |
|---|---|---|---|---|---|---|---|---|
| 0 | 1.241633 | 0.141389 | 19.652276 | 0.127478 | 0.082197 | 42 | 200 | 100 |
| 0 | 1.408761 | 0.148070 | 19.784061 | 0.133877 | 0.091929 | 43 | 200 | 100 |
| 0 | 1.354429 | 0.144465 | 19.227700 | 0.131137 | 0.087547 | 44 | 200 | 100 |
| 0 | 2.126319 | 0.171323 | 38.685766 | 0.164388 | 0.086060 | 45 | 200 | 100 |
| 0 | 3.446229 | 0.224079 | 93.435105 | 0.240144 | 0.106094 | 46 | 200 | 100 |
| 0 | 1.364302 | 0.145558 | 20.524969 | 0.132966 | 0.089891 | 47 | 200 | 100 |
| 0 | 1.466845 | 0.148788 | 25.275662 | 0.134799 | 0.091555 | 48 | 200 | 100 |
| 0 | 1.222459 | 0.141080 | 16.150686 | 0.127181 | 0.083178 | 49 | 200 | 100 |
| 0 | 1.518088 | 0.149186 | 27.738966 | 0.133551 | 0.090348 | 50 | 200 | 100 |
| 0 | 1.439358 | 0.153416 | 23.165150 | 0.140319 | 0.092905 | 51 | 200 | 100 |
In [15]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb
[NbConvertApp] Converting notebook gluonts-use_multiple_static_feats.ipynb to html [NbConvertApp] Writing 3133824 bytes to ../html_outputs/gluonts-use_multiple_static_feats.html
In [9]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_monthly", seed=i, epochs=200, batches=100)
pprint(df)
results = results.append(df)
results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.34] INFO:root:Epoch[0] Elapsed time 5.217 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.339743 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=7.59] INFO:root:Epoch[1] Elapsed time 5.015 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.593208 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.06] INFO:root:Epoch[2] Elapsed time 5.200 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.064031 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.89] INFO:root:Epoch[3] Elapsed time 4.905 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.885445 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.46] INFO:root:Epoch[4] Elapsed time 5.221 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.459517 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.31] INFO:root:Epoch[5] Elapsed time 4.872 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.313782 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=6.68] INFO:root:Epoch[6] Elapsed time 4.805 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.681426 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=6.53] INFO:root:Epoch[7] Elapsed time 4.804 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.529457 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=6.37] INFO:root:Epoch[8] Elapsed time 4.883 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.371655 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.55it/s, avg_epoch_loss=7.63] INFO:root:Epoch[9] Elapsed time 5.702 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.628868 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.71] INFO:root:Epoch[10] Elapsed time 5.018 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.710188 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.48] INFO:root:Epoch[11] Elapsed time 5.007 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.482902 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=7.15] INFO:root:Epoch[12] Elapsed time 5.057 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.152711 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.84] INFO:root:Epoch[13] Elapsed time 4.980 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.839292 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=6.53] INFO:root:Epoch[14] Elapsed time 4.832 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.533336 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=7.08] INFO:root:Epoch[15] Elapsed time 4.836 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.078190 INFO:root:Loading parameters from best epoch (5) INFO:root:Epoch[16] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=7.36] INFO:root:Epoch[16] Elapsed time 5.057 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.355884 INFO:root:Epoch[17] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.83] INFO:root:Epoch[17] Elapsed time 4.953 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.831751 INFO:root:Epoch[18] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=7.25] INFO:root:Epoch[18] Elapsed time 4.930 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.248320 INFO:root:Epoch[19] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.91] INFO:root:Epoch[19] Elapsed time 5.182 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.914116 INFO:root:Epoch[20] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=6.21] INFO:root:Epoch[20] Elapsed time 4.877 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.211107 INFO:root:Epoch[21] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.62] INFO:root:Epoch[21] Elapsed time 5.014 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.624508 INFO:root:Epoch[22] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.38] INFO:root:Epoch[22] Elapsed time 4.927 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.377244 INFO:root:Epoch[23] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=6.58] INFO:root:Epoch[23] Elapsed time 4.873 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.581332 INFO:root:Epoch[24] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=7.59] INFO:root:Epoch[24] Elapsed time 5.064 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.593448 INFO:root:Epoch[25] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.27] INFO:root:Epoch[25] Elapsed time 4.916 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.269865 INFO:root:Epoch[26] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.84] INFO:root:Epoch[26] Elapsed time 5.054 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.837826 INFO:root:Epoch[27] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=7.06] INFO:root:Epoch[27] Elapsed time 5.053 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.064977 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.78] INFO:root:Epoch[28] Elapsed time 4.886 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.781052 INFO:root:Epoch[29] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=6.78] INFO:root:Epoch[29] Elapsed time 4.885 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.781372 INFO:root:Epoch[30] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=7.4] INFO:root:Epoch[30] Elapsed time 4.921 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.404569 INFO:root:Epoch[31] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.84] INFO:root:Epoch[31] Elapsed time 5.123 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.835644 INFO:root:Epoch[32] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.02] INFO:root:Epoch[32] Elapsed time 4.933 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.024747 INFO:root:Epoch[33] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.14] INFO:root:Epoch[33] Elapsed time 5.046 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.140329 INFO:root:Epoch[34] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.7] INFO:root:Epoch[34] Elapsed time 5.171 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.700562 INFO:root:Epoch[35] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.33] INFO:root:Epoch[35] Elapsed time 4.896 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.328660 INFO:root:Epoch[36] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=6.56] INFO:root:Epoch[36] Elapsed time 4.853 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.562107 INFO:root:Epoch[37] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=6.22] INFO:root:Epoch[37] Elapsed time 4.859 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.220405 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[38] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=7.13] INFO:root:Epoch[38] Elapsed time 4.898 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.130503 INFO:root:Epoch[39] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=7.65] INFO:root:Epoch[39] Elapsed time 5.083 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.650110 INFO:root:Epoch[40] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.45] INFO:root:Epoch[40] Elapsed time 4.898 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.449382 INFO:root:Epoch[41] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=7.15] INFO:root:Epoch[41] Elapsed time 5.012 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.145455 INFO:root:Epoch[42] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=7.18] INFO:root:Epoch[42] Elapsed time 5.088 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.184011 INFO:root:Epoch[43] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=6.42] INFO:root:Epoch[43] Elapsed time 4.825 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.423752 INFO:root:Epoch[44] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=7.17] INFO:root:Epoch[44] Elapsed time 4.925 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.169539 INFO:root:Epoch[45] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 17.24it/s, avg_epoch_loss=7.17] INFO:root:Epoch[45] Elapsed time 5.804 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.165997 INFO:root:Epoch[46] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.57] INFO:root:Epoch[46] Elapsed time 5.138 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.567504 INFO:root:Epoch[47] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.49] INFO:root:Epoch[47] Elapsed time 4.986 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.486198 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[48] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=7.7] INFO:root:Epoch[48] Elapsed time 5.060 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.695764 INFO:root:Epoch[49] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.47] INFO:root:Epoch[49] Elapsed time 4.984 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.470102 INFO:root:Epoch[50] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.55] INFO:root:Epoch[50] Elapsed time 4.960 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.547222 INFO:root:Epoch[51] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=6.64] INFO:root:Epoch[51] Elapsed time 4.859 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.638045 INFO:root:Epoch[52] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.14] INFO:root:Epoch[52] Elapsed time 4.889 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.144834 INFO:root:Epoch[53] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=7.46] INFO:root:Epoch[53] Elapsed time 4.967 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.460308 INFO:root:Epoch[54] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=7.36] INFO:root:Epoch[54] Elapsed time 5.017 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.358249 INFO:root:Epoch[55] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.5] INFO:root:Epoch[55] Elapsed time 4.935 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.502654 INFO:root:Epoch[56] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=7.19] INFO:root:Epoch[56] Elapsed time 4.985 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.189887 INFO:root:Epoch[57] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.15] INFO:root:Epoch[57] Elapsed time 5.094 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.147253 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[58] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=6.41] INFO:root:Epoch[58] Elapsed time 4.842 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.406652 INFO:root:Epoch[59] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=7.57] INFO:root:Epoch[59] Elapsed time 4.865 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.570823 INFO:root:Epoch[60] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=7.16] INFO:root:Epoch[60] Elapsed time 4.899 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.163770 INFO:root:Epoch[61] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.47] INFO:root:Epoch[61] Elapsed time 5.091 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.465438 INFO:root:Epoch[62] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.58] INFO:root:Epoch[62] Elapsed time 4.943 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.577776 INFO:root:Epoch[63] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=7.41] INFO:root:Epoch[63] Elapsed time 5.163 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.413019 INFO:root:Epoch[64] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=6.35] INFO:root:Epoch[64] Elapsed time 4.918 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.346039 INFO:root:Epoch[65] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=6.61] INFO:root:Epoch[65] Elapsed time 4.867 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.614708 INFO:root:Epoch[66] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=6.57] INFO:root:Epoch[66] Elapsed time 4.854 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.572974 INFO:root:Epoch[67] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.15] INFO:root:Epoch[67] Elapsed time 4.898 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.154454 INFO:root:Epoch[68] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=7.59] INFO:root:Epoch[68] Elapsed time 4.960 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.590507 INFO:root:Epoch[69] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=7.24] INFO:root:Epoch[69] Elapsed time 5.128 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=7.236344 INFO:root:Epoch[70] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.44] INFO:root:Epoch[70] Elapsed time 4.974 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.436692 INFO:root:Epoch[71] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=7.22] INFO:root:Epoch[71] Elapsed time 4.977 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.217626 INFO:root:Epoch[72] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.13] INFO:root:Epoch[72] Elapsed time 5.107 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.128906 INFO:root:Epoch[73] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=6.38] INFO:root:Epoch[73] Elapsed time 4.834 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.381717 INFO:root:Epoch[74] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=7.34] INFO:root:Epoch[74] Elapsed time 4.907 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.336133 INFO:root:Epoch[75] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=7.06] INFO:root:Epoch[75] Elapsed time 4.935 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.064995 INFO:root:Epoch[76] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.42] INFO:root:Epoch[76] Elapsed time 5.062 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.415286 INFO:root:Epoch[77] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.49] INFO:root:Epoch[77] Elapsed time 4.948 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.494200 INFO:root:Epoch[78] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=7.28] INFO:root:Epoch[78] Elapsed time 5.161 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.279789 INFO:root:Epoch[79] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=6.28] INFO:root:Epoch[79] Elapsed time 4.876 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.282719 INFO:root:Epoch[80] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=6.56] INFO:root:Epoch[80] Elapsed time 4.849 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.557204 INFO:root:Epoch[81] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.33it/s, avg_epoch_loss=6.51] INFO:root:Epoch[81] Elapsed time 5.460 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.505840 INFO:root:Epoch[82] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.07] INFO:root:Epoch[82] Elapsed time 4.981 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.068803 INFO:root:Epoch[83] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=7.5] INFO:root:Epoch[83] Elapsed time 4.905 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.501244 INFO:root:Epoch[84] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=7.24] INFO:root:Epoch[84] Elapsed time 5.019 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=7.238568 INFO:root:Epoch[85] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.33] INFO:root:Epoch[85] Elapsed time 4.946 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.326708 INFO:root:Epoch[86] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=7.12] INFO:root:Epoch[86] Elapsed time 4.974 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.122936 INFO:root:Epoch[87] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=7.1] INFO:root:Epoch[87] Elapsed time 5.130 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.100499 INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=6.29] INFO:root:Epoch[88] Elapsed time 4.883 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.285405 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=7.27] INFO:root:Epoch[89] Elapsed time 4.893 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.267130 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=7.01] INFO:root:Epoch[90] Elapsed time 4.979 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.008351 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.19] INFO:root:Epoch[91] Elapsed time 5.045 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.191644 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.53] INFO:root:Epoch[92] Elapsed time 4.934 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.530970 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.19] INFO:root:Epoch[93] Elapsed time 5.222 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.185716 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.07] INFO:root:Epoch[94] Elapsed time 4.967 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.073356 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=6.53] INFO:root:Epoch[95] Elapsed time 4.876 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.530271 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=6.35] INFO:root:Epoch[96] Elapsed time 4.852 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.354296 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.03] INFO:root:Epoch[97] Elapsed time 5.027 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.025600 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=7.68] INFO:root:Epoch[98] Elapsed time 5.062 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.676362 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.94] INFO:root:Epoch[99] Elapsed time 5.082 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.940449 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.36] INFO:root:Epoch[100] Elapsed time 4.965 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.362638 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=7.08] INFO:root:Epoch[101] Elapsed time 5.052 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.084458 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.06] INFO:root:Epoch[102] Elapsed time 5.109 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=7.056321 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.18] INFO:root:Epoch[103] Elapsed time 4.947 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.184030 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=7.21] INFO:root:Epoch[104] Elapsed time 4.878 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.205487 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.92] INFO:root:Epoch[105] Elapsed time 5.029 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.923113 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.95] INFO:root:Epoch[106] Elapsed time 4.995 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.949152 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.57] INFO:root:Epoch[107] Elapsed time 4.963 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.571310 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=7.1] INFO:root:Epoch[108] Elapsed time 5.200 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.102141 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.86] INFO:root:Epoch[109] Elapsed time 4.864 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.857698 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.61] INFO:root:Epoch[110] Elapsed time 4.940 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.612596 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=6.21] INFO:root:Epoch[111] Elapsed time 4.860 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.213229 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.9] INFO:root:Epoch[112] Elapsed time 4.916 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.897016 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=7.74] INFO:root:Epoch[113] Elapsed time 5.009 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.735886 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.53] INFO:root:Epoch[114] Elapsed time 4.981 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.533207 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.25] INFO:root:Epoch[115] Elapsed time 4.960 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.252914 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=7] INFO:root:Epoch[116] Elapsed time 5.010 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.997214 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.26it/s, avg_epoch_loss=6.86] INFO:root:Epoch[117] Elapsed time 5.796 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.855815 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.18] INFO:root:Epoch[118] Elapsed time 4.899 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.177914 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=7.04] INFO:root:Epoch[119] Elapsed time 4.860 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.044952 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.89] INFO:root:Epoch[120] Elapsed time 5.104 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.890303 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.66] INFO:root:Epoch[121] Elapsed time 4.964 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.657563 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.79] INFO:root:Epoch[122] Elapsed time 4.925 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.791829 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.03] INFO:root:Epoch[123] Elapsed time 5.156 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=7.031598 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.82] INFO:root:Epoch[124] Elapsed time 4.950 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.819836 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.49] INFO:root:Epoch[125] Elapsed time 5.054 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.485924 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=6.19] INFO:root:Epoch[126] Elapsed time 4.852 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.188393 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.07] INFO:root:Epoch[127] Elapsed time 4.954 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.070074 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=7.62] INFO:root:Epoch[128] Elapsed time 5.008 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.617318 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=6.24] INFO:root:Epoch[129] Elapsed time 4.876 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.235308 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.28] INFO:root:Epoch[130] Elapsed time 4.942 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.277227 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.99] INFO:root:Epoch[131] Elapsed time 4.974 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.985948 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.58] INFO:root:Epoch[132] Elapsed time 5.038 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.575059 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=6.17] INFO:root:Epoch[133] Elapsed time 4.829 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.167540 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=6.95] INFO:root:Epoch[134] Elapsed time 4.847 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.948784 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.84] INFO:root:Epoch[135] Elapsed time 5.122 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.837762 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.45] INFO:root:Epoch[136] Elapsed time 4.875 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.447927 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.93] INFO:root:Epoch[137] Elapsed time 5.033 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.930059 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.8] INFO:root:Epoch[138] Elapsed time 5.172 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.801600 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.85] INFO:root:Epoch[139] Elapsed time 4.880 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.852760 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=6.41] INFO:root:Epoch[140] Elapsed time 4.885 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.410363 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.04] INFO:root:Epoch[141] Elapsed time 4.938 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.042449 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.17] INFO:root:Epoch[142] Elapsed time 4.957 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.169801 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.51] INFO:root:Epoch[143] Elapsed time 5.085 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.512774 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.08] INFO:root:Epoch[144] Elapsed time 5.022 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.084163 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.33] INFO:root:Epoch[145] Elapsed time 4.962 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.327004 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.94] INFO:root:Epoch[146] Elapsed time 5.077 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.942593 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.48] INFO:root:Epoch[147] Elapsed time 5.046 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.483937 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=6.22] INFO:root:Epoch[148] Elapsed time 4.882 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.223253 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=6.96] INFO:root:Epoch[149] Elapsed time 4.868 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.961318 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.78] INFO:root:Epoch[150] Elapsed time 5.121 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.784333 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.41] INFO:root:Epoch[151] Elapsed time 4.919 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.406909 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.93] INFO:root:Epoch[152] Elapsed time 5.081 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.925262 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 16.96it/s, avg_epoch_loss=6.79] INFO:root:Epoch[153] Elapsed time 5.902 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.793707 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.82] INFO:root:Epoch[154] Elapsed time 4.924 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.823069 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=6.38] INFO:root:Epoch[155] Elapsed time 4.867 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.382637 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=6.1] INFO:root:Epoch[156] Elapsed time 4.850 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.102606 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=6.14] INFO:root:Epoch[157] Elapsed time 4.864 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.143614 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=7.39] INFO:root:Epoch[158] Elapsed time 5.054 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.392848 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.99] INFO:root:Epoch[159] Elapsed time 4.964 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.986188 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.41] INFO:root:Epoch[160] Elapsed time 4.914 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.408104 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.91] INFO:root:Epoch[161] Elapsed time 5.052 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.908554 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.23] INFO:root:Epoch[162] Elapsed time 5.001 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.226200 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=6.19] INFO:root:Epoch[163] Elapsed time 4.839 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.192034 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=6.99] INFO:root:Epoch[164] Elapsed time 4.802 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.986344 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.72] INFO:root:Epoch[165] Elapsed time 5.090 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.715344 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.37] INFO:root:Epoch[166] Elapsed time 4.895 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.374594 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.9] INFO:root:Epoch[167] Elapsed time 4.995 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.897336 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.68] INFO:root:Epoch[168] Elapsed time 5.178 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.680254 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.88] INFO:root:Epoch[169] Elapsed time 4.871 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.881777 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=6.34] INFO:root:Epoch[170] Elapsed time 4.880 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.340333 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.97] INFO:root:Epoch[171] Elapsed time 4.873 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.969681 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.22] INFO:root:Epoch[172] Elapsed time 4.904 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.224369 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=7.34] INFO:root:Epoch[173] Elapsed time 5.035 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.336114 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.97] INFO:root:Epoch[174] Elapsed time 4.895 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.974853 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.4] INFO:root:Epoch[175] Elapsed time 4.972 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.403225 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.86] INFO:root:Epoch[176] Elapsed time 5.057 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.860969 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.32] INFO:root:Epoch[177] Elapsed time 4.971 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.323250 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=6.07] INFO:root:Epoch[178] Elapsed time 4.883 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.071335 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.94] INFO:root:Epoch[179] Elapsed time 4.891 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.942420 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.75] INFO:root:Epoch[180] Elapsed time 5.235 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.754542 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.35] INFO:root:Epoch[181] Elapsed time 4.920 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.349317 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.89] INFO:root:Epoch[182] Elapsed time 4.921 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.892823 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.69] INFO:root:Epoch[183] Elapsed time 5.167 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.688744 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.79] INFO:root:Epoch[184] Elapsed time 4.883 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.794486 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=6.31] INFO:root:Epoch[185] Elapsed time 4.832 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.308059 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.95] INFO:root:Epoch[186] Elapsed time 4.954 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.950412 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=6.05] INFO:root:Epoch[187] Elapsed time 4.858 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.046301 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.37] INFO:root:Epoch[188] Elapsed time 5.092 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.366008 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.81it/s, avg_epoch_loss=5.91] INFO:root:Epoch[189] Elapsed time 5.619 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.905945 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.31] INFO:root:Epoch[190] Elapsed time 5.074 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.305080 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.8] INFO:root:Epoch[191] Elapsed time 5.097 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.800409 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.36] INFO:root:Epoch[192] Elapsed time 4.956 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.362337 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=6.1] INFO:root:Epoch[193] Elapsed time 4.833 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.104654 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=6.92] INFO:root:Epoch[194] Elapsed time 4.850 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.918806 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.71] INFO:root:Epoch[195] Elapsed time 5.139 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.707375 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.3] INFO:root:Epoch[196] Elapsed time 4.921 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.296324 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.89] INFO:root:Epoch[197] Elapsed time 4.978 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.888557 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.66] INFO:root:Epoch[198] Elapsed time 5.194 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.659155 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.76] INFO:root:Epoch[199] Elapsed time 4.871 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.760230 INFO:root:Loading parameters from best epoch (196) INFO:root:Final loss: 5.296323623657226 (occurred at epoch 196) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:22<00:00, 35.75it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.061543 0.135874 17.389074 0.121562 0.079797 seed epochs num_batches 0 42 200 100 Seed: 43
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.67] INFO:root:Epoch[0] Elapsed time 5.283 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.672763 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=7.71] INFO:root:Epoch[1] Elapsed time 5.075 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.710754 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.07] INFO:root:Epoch[2] Elapsed time 5.242 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.072100 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.83] INFO:root:Epoch[3] Elapsed time 5.001 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.832799 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.45] INFO:root:Epoch[4] Elapsed time 5.315 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.450219 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.34] INFO:root:Epoch[5] Elapsed time 4.899 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.335309 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.83] INFO:root:Epoch[6] Elapsed time 4.980 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.829317 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.45] INFO:root:Epoch[7] Elapsed time 4.910 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.448686 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.86it/s, avg_epoch_loss=6.28] INFO:root:Epoch[8] Elapsed time 5.602 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.284814 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=7.73] INFO:root:Epoch[9] Elapsed time 5.134 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.725203 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.63] INFO:root:Epoch[10] Elapsed time 4.980 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.625182 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.54] INFO:root:Epoch[11] Elapsed time 5.103 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.536614 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.16] INFO:root:Epoch[12] Elapsed time 5.175 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.162404 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.78] INFO:root:Epoch[13] Elapsed time 5.050 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.780193 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.53] INFO:root:Epoch[14] Elapsed time 4.928 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.525884 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=7.12] INFO:root:Epoch[15] Elapsed time 4.979 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.118318 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.93] INFO:root:Epoch[16] Elapsed time 5.176 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.925796 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.13] INFO:root:Epoch[17] Elapsed time 5.001 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.127724 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=7] INFO:root:Epoch[18] Elapsed time 5.024 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.004248 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.72] INFO:root:Epoch[19] Elapsed time 5.372 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.723145 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.27] INFO:root:Epoch[20] Elapsed time 4.899 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.269273 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.44] INFO:root:Epoch[21] Elapsed time 4.890 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.439103 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=6.27] INFO:root:Epoch[22] Elapsed time 4.902 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.273884 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=6.73] INFO:root:Epoch[23] Elapsed time 4.920 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.727131 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=7.33] INFO:root:Epoch[24] Elapsed time 5.158 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.325085 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.11] INFO:root:Epoch[25] Elapsed time 4.934 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.111155 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.66] INFO:root:Epoch[26] Elapsed time 5.139 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.659958 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.99] INFO:root:Epoch[27] Elapsed time 5.326 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.994232 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=6.06] INFO:root:Epoch[28] Elapsed time 4.907 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.058711 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.77] INFO:root:Epoch[29] Elapsed time 4.911 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.767651 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.99] INFO:root:Epoch[30] Elapsed time 4.909 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.987932 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.37] INFO:root:Epoch[31] Elapsed time 5.158 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.370621 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.29] INFO:root:Epoch[32] Elapsed time 4.961 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.288315 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.99] INFO:root:Epoch[33] Elapsed time 5.170 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.991884 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6] INFO:root:Epoch[34] Elapsed time 4.971 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.998345 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.46] INFO:root:Epoch[35] Elapsed time 5.081 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.463841 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.18] INFO:root:Epoch[36] Elapsed time 4.947 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.181997 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.91] INFO:root:Epoch[37] Elapsed time 4.987 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.905380 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.17] INFO:root:Epoch[38] Elapsed time 5.072 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.172745 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.64] INFO:root:Epoch[39] Elapsed time 5.115 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.639788 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.2] INFO:root:Epoch[40] Elapsed time 5.049 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.200950 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.75] INFO:root:Epoch[41] Elapsed time 5.018 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.750333 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.79] INFO:root:Epoch[42] Elapsed time 5.136 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.790394 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.88] INFO:root:Epoch[43] Elapsed time 4.922 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.879497 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.89it/s, avg_epoch_loss=7.01] INFO:root:Epoch[44] Elapsed time 5.591 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.007354 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.78] INFO:root:Epoch[45] Elapsed time 5.196 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.781809 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.87] INFO:root:Epoch[46] Elapsed time 5.252 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.870724 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.4] INFO:root:Epoch[47] Elapsed time 5.036 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.403883 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.91] INFO:root:Epoch[48] Elapsed time 5.220 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.912499 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.59] INFO:root:Epoch[49] Elapsed time 4.883 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.588290 INFO:root:Epoch[50] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.36] INFO:root:Epoch[50] Elapsed time 5.032 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.357897 INFO:root:Epoch[51] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.99] INFO:root:Epoch[51] Elapsed time 4.906 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.990873 INFO:root:Epoch[52] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.79] INFO:root:Epoch[52] Elapsed time 5.011 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.794700 INFO:root:Epoch[53] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.37] INFO:root:Epoch[53] Elapsed time 5.147 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.369943 INFO:root:Epoch[54] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.27] INFO:root:Epoch[54] Elapsed time 5.030 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.267715 INFO:root:Epoch[55] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.01] INFO:root:Epoch[55] Elapsed time 5.021 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.006182 INFO:root:Epoch[56] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.72] INFO:root:Epoch[56] Elapsed time 5.065 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.724106 INFO:root:Epoch[57] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.59] INFO:root:Epoch[57] Elapsed time 5.122 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.587140 INFO:root:Epoch[58] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.06] INFO:root:Epoch[58] Elapsed time 4.930 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.056479 INFO:root:Epoch[59] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.86] INFO:root:Epoch[59] Elapsed time 4.922 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.855733 INFO:root:Loading parameters from best epoch (49) INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.84] INFO:root:Epoch[60] Elapsed time 5.200 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.844710 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.62] INFO:root:Epoch[61] Elapsed time 4.947 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.616878 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.6] INFO:root:Epoch[62] Elapsed time 5.010 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.604954 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.84] INFO:root:Epoch[63] Elapsed time 5.301 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.838194 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.55] INFO:root:Epoch[64] Elapsed time 5.012 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.554833 INFO:root:Epoch[65] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.36] INFO:root:Epoch[65] Elapsed time 4.987 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.357185 INFO:root:Epoch[66] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.91] INFO:root:Epoch[66] Elapsed time 4.888 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.913148 INFO:root:Epoch[67] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.8] INFO:root:Epoch[67] Elapsed time 4.991 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.801494 INFO:root:Epoch[68] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=7.5] INFO:root:Epoch[68] Elapsed time 5.090 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.501584 INFO:root:Epoch[69] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.12] INFO:root:Epoch[69] Elapsed time 5.020 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.121097 INFO:root:Epoch[70] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.06] INFO:root:Epoch[70] Elapsed time 4.990 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.060965 INFO:root:Epoch[71] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.78] INFO:root:Epoch[71] Elapsed time 5.011 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.782907 INFO:root:Epoch[72] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.49] INFO:root:Epoch[72] Elapsed time 5.092 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.494794 INFO:root:Epoch[73] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6] INFO:root:Epoch[73] Elapsed time 4.910 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.001345 INFO:root:Epoch[74] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.88] INFO:root:Epoch[74] Elapsed time 4.889 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.881898 INFO:root:Loading parameters from best epoch (64) INFO:root:Epoch[75] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.77] INFO:root:Epoch[75] Elapsed time 5.246 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.768326 INFO:root:Epoch[76] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.29] INFO:root:Epoch[76] Elapsed time 4.926 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.285188 INFO:root:Epoch[77] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.59] INFO:root:Epoch[77] Elapsed time 5.018 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.585707 INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.8] INFO:root:Epoch[78] Elapsed time 5.319 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.801243 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.78it/s, avg_epoch_loss=5.59] INFO:root:Epoch[79] Elapsed time 5.626 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.593528 INFO:root:Epoch[80] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.36] INFO:root:Epoch[80] Elapsed time 5.002 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.355580 INFO:root:Epoch[81] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.91] INFO:root:Epoch[81] Elapsed time 4.956 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.905895 INFO:root:Epoch[82] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.85] INFO:root:Epoch[82] Elapsed time 5.030 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.848289 INFO:root:Epoch[83] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.62] INFO:root:Epoch[83] Elapsed time 5.112 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.619091 INFO:root:Epoch[84] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.11] INFO:root:Epoch[84] Elapsed time 4.998 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.110780 INFO:root:Epoch[85] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.05] INFO:root:Epoch[85] Elapsed time 5.008 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.051238 INFO:root:Epoch[86] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.75] INFO:root:Epoch[86] Elapsed time 5.082 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.749668 INFO:root:Loading parameters from best epoch (76) INFO:root:Epoch[87] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.83] INFO:root:Epoch[87] Elapsed time 5.091 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.833324 INFO:root:Epoch[88] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.95] INFO:root:Epoch[88] Elapsed time 4.976 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.949410 INFO:root:Epoch[89] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=7.05] INFO:root:Epoch[89] Elapsed time 4.926 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.050883 INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.71] INFO:root:Epoch[90] Elapsed time 5.153 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.714998 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.41] INFO:root:Epoch[91] Elapsed time 5.045 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.405745 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.58] INFO:root:Epoch[92] Elapsed time 5.021 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.576728 INFO:root:Epoch[93] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.88] INFO:root:Epoch[93] Elapsed time 5.231 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.881475 INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.63] INFO:root:Epoch[94] Elapsed time 4.995 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.630495 INFO:root:Epoch[95] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.35] INFO:root:Epoch[95] Elapsed time 4.913 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.346308 INFO:root:Epoch[96] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.89] INFO:root:Epoch[96] Elapsed time 4.974 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.890518 INFO:root:Loading parameters from best epoch (76) INFO:root:Epoch[97] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.82] INFO:root:Epoch[97] Elapsed time 4.987 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.817552 INFO:root:Epoch[98] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=8.05] INFO:root:Epoch[98] Elapsed time 5.128 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=8.054695 INFO:root:Epoch[99] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.01] INFO:root:Epoch[99] Elapsed time 4.985 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.009631 INFO:root:Epoch[100] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.1] INFO:root:Epoch[100] Elapsed time 5.049 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.104710 INFO:root:Epoch[101] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.83] INFO:root:Epoch[101] Elapsed time 5.207 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.825388 INFO:root:Epoch[102] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.65] INFO:root:Epoch[102] Elapsed time 5.304 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.651159 INFO:root:Epoch[103] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.07] INFO:root:Epoch[103] Elapsed time 5.055 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.071693 INFO:root:Epoch[104] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.99] INFO:root:Epoch[104] Elapsed time 5.018 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.985198 INFO:root:Epoch[105] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.67] INFO:root:Epoch[105] Elapsed time 5.175 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.665124 INFO:root:Epoch[106] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.37] INFO:root:Epoch[106] Elapsed time 4.952 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.368846 INFO:root:Loading parameters from best epoch (76) INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.86] INFO:root:Epoch[107] Elapsed time 5.058 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.863773 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.89] INFO:root:Epoch[108] Elapsed time 5.337 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.894778 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.61] INFO:root:Epoch[109] Elapsed time 4.897 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.614759 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.38] INFO:root:Epoch[110] Elapsed time 4.934 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.375949 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.91] INFO:root:Epoch[111] Elapsed time 4.903 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.913232 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.86] INFO:root:Epoch[112] Elapsed time 4.958 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.856688 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=7.93] INFO:root:Epoch[113] Elapsed time 5.126 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.931393 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.08] INFO:root:Epoch[114] Elapsed time 4.983 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.080698 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.71it/s, avg_epoch_loss=6.08] INFO:root:Epoch[115] Elapsed time 5.650 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.076241 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.83] INFO:root:Epoch[116] Elapsed time 5.101 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.825660 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.48] INFO:root:Epoch[117] Elapsed time 5.132 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.482080 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.13] INFO:root:Epoch[118] Elapsed time 4.953 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.131311 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=7.02] INFO:root:Epoch[119] Elapsed time 4.935 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.021535 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.59] INFO:root:Epoch[120] Elapsed time 5.285 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.589970 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.31] INFO:root:Epoch[121] Elapsed time 5.070 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.308839 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.83] INFO:root:Epoch[122] Elapsed time 5.035 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.834452 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=6.49] INFO:root:Epoch[123] Elapsed time 5.353 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.488615 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.84] INFO:root:Epoch[124] Elapsed time 4.913 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.839628 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.27] INFO:root:Epoch[125] Elapsed time 5.013 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.267116 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.88] INFO:root:Epoch[126] Elapsed time 4.914 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.879969 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.12] INFO:root:Epoch[127] Elapsed time 5.048 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.123125 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=7.68] INFO:root:Epoch[128] Elapsed time 5.142 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.675288 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.89] INFO:root:Epoch[129] Elapsed time 5.135 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.893295 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.34] INFO:root:Epoch[130] Elapsed time 5.008 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.339887 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.81] INFO:root:Epoch[131] Elapsed time 5.169 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.814651 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.26] INFO:root:Epoch[132] Elapsed time 5.073 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.262517 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.12] INFO:root:Epoch[133] Elapsed time 5.022 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.119875 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=7.1] INFO:root:Epoch[134] Elapsed time 4.914 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.096787 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.5] INFO:root:Epoch[135] Elapsed time 5.209 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.500510 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.33] INFO:root:Epoch[136] Elapsed time 4.935 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.326149 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.8] INFO:root:Epoch[137] Elapsed time 4.999 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.795798 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.52] INFO:root:Epoch[138] Elapsed time 5.277 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.517435 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.8] INFO:root:Epoch[139] Elapsed time 4.917 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.799584 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.28] INFO:root:Epoch[140] Elapsed time 4.912 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.279526 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.82] INFO:root:Epoch[141] Elapsed time 4.969 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.818179 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.16] INFO:root:Epoch[142] Elapsed time 5.018 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.161423 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=7.68] INFO:root:Epoch[143] Elapsed time 5.170 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.683489 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.83] INFO:root:Epoch[144] Elapsed time 4.966 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.829823 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.41] INFO:root:Epoch[145] Elapsed time 5.048 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.405015 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.81] INFO:root:Epoch[146] Elapsed time 5.129 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.813688 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.25] INFO:root:Epoch[147] Elapsed time 5.039 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.252282 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.14] INFO:root:Epoch[148] Elapsed time 4.954 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.138761 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.09] INFO:root:Epoch[149] Elapsed time 5.044 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.086699 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.14it/s, avg_epoch_loss=6.36] INFO:root:Epoch[150] Elapsed time 5.836 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.362519 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.37] INFO:root:Epoch[151] Elapsed time 5.108 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.366946 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.89] INFO:root:Epoch[152] Elapsed time 5.018 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.887110 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.35] INFO:root:Epoch[153] Elapsed time 5.202 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.348407 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.88] INFO:root:Epoch[154] Elapsed time 4.942 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.878640 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.19] INFO:root:Epoch[155] Elapsed time 4.954 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.188474 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.84] INFO:root:Epoch[156] Elapsed time 4.997 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.835406 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.12] INFO:root:Epoch[157] Elapsed time 5.118 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.123184 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=7.67] INFO:root:Epoch[158] Elapsed time 5.199 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.667273 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.8] INFO:root:Epoch[159] Elapsed time 4.987 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.796765 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.37] INFO:root:Epoch[160] Elapsed time 5.025 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.368094 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.8] INFO:root:Epoch[161] Elapsed time 5.236 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.795456 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.24] INFO:root:Epoch[162] Elapsed time 5.011 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.241866 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.16] INFO:root:Epoch[163] Elapsed time 4.998 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.162591 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=7.12] INFO:root:Epoch[164] Elapsed time 5.001 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.117475 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.25] INFO:root:Epoch[165] Elapsed time 5.312 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.247061 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.42] INFO:root:Epoch[166] Elapsed time 5.051 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.424527 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.82] INFO:root:Epoch[167] Elapsed time 5.012 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.824140 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.22] INFO:root:Epoch[168] Elapsed time 5.219 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.224510 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.91] INFO:root:Epoch[169] Elapsed time 4.886 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.905510 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.16] INFO:root:Epoch[170] Elapsed time 4.935 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.155039 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.79] INFO:root:Epoch[171] Elapsed time 4.965 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.785181 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.35] INFO:root:Epoch[172] Elapsed time 4.958 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.349812 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=7.49] INFO:root:Epoch[173] Elapsed time 5.125 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.488081 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.76] INFO:root:Epoch[174] Elapsed time 4.973 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.756599 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.43] INFO:root:Epoch[175] Elapsed time 5.062 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.427794 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=7.01] INFO:root:Epoch[176] Elapsed time 5.187 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=7.014166 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.82] INFO:root:Epoch[177] Elapsed time 4.912 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.821992 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.3] INFO:root:Epoch[178] Elapsed time 4.930 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.300697 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=7.03] INFO:root:Epoch[179] Elapsed time 4.941 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.033695 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.09] INFO:root:Epoch[180] Elapsed time 5.174 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.090578 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.51] INFO:root:Epoch[181] Elapsed time 4.985 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.506889 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.84] INFO:root:Epoch[182] Elapsed time 5.002 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.840133 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.16] INFO:root:Epoch[183] Elapsed time 5.232 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.163178 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.94] INFO:root:Epoch[184] Elapsed time 4.963 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.937144 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.15] INFO:root:Epoch[185] Elapsed time 5.019 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.147439 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.84it/s, avg_epoch_loss=5.71] INFO:root:Epoch[186] Elapsed time 5.610 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.708730 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.42] INFO:root:Epoch[187] Elapsed time 4.954 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.417035 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.4] INFO:root:Epoch[188] Elapsed time 5.157 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.401482 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.77] INFO:root:Epoch[189] Elapsed time 4.963 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.769470 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.52] INFO:root:Epoch[190] Elapsed time 5.061 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.523440 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.99] INFO:root:Epoch[191] Elapsed time 5.221 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.987174 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.78] INFO:root:Epoch[192] Elapsed time 4.929 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.775605 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.46] INFO:root:Epoch[193] Elapsed time 4.960 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.461059 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.85] INFO:root:Epoch[194] Elapsed time 4.951 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.849528 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.01] INFO:root:Epoch[195] Elapsed time 5.178 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.006691 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.75] INFO:root:Epoch[196] Elapsed time 4.985 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.753875 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.84] INFO:root:Epoch[197] Elapsed time 5.112 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.843763 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.91] INFO:root:Epoch[198] Elapsed time 5.155 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.907092 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.08] INFO:root:Epoch[199] Elapsed time 4.939 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.080558 INFO:root:Loading parameters from best epoch (76) INFO:root:Final loss: 5.2851876401901245 (occurred at epoch 76) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:20<00:00, 35.81it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.223634 0.141103 23.008307 0.128918 0.100161 seed epochs num_batches 0 43 200 100 Seed: 44
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=7.35] INFO:root:Epoch[0] Elapsed time 5.253 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.351309 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.61] INFO:root:Epoch[1] Elapsed time 5.114 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.614434 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.96] INFO:root:Epoch[2] Elapsed time 5.262 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.956082 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.83] INFO:root:Epoch[3] Elapsed time 5.023 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.830393 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=7.4] INFO:root:Epoch[4] Elapsed time 5.434 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.403775 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.61it/s, avg_epoch_loss=6.33] INFO:root:Epoch[5] Elapsed time 5.684 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.332446 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.86] INFO:root:Epoch[6] Elapsed time 4.926 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.856201 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.52] INFO:root:Epoch[7] Elapsed time 4.903 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.515266 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.53] INFO:root:Epoch[8] Elapsed time 4.977 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.534348 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=7.68] INFO:root:Epoch[9] Elapsed time 5.098 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.684019 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.57] INFO:root:Epoch[10] Elapsed time 4.950 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.565293 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=6.56] INFO:root:Epoch[11] Elapsed time 5.005 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.561083 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.05] INFO:root:Epoch[12] Elapsed time 5.139 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.052418 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.73] INFO:root:Epoch[13] Elapsed time 4.992 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.728258 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=6.5] INFO:root:Epoch[14] Elapsed time 4.918 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.499004 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=7.24] INFO:root:Epoch[15] Elapsed time 4.913 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.238893 INFO:root:Loading parameters from best epoch (5) INFO:root:Epoch[16] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=7.07] INFO:root:Epoch[16] Elapsed time 5.211 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.066406 INFO:root:Epoch[17] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.17] INFO:root:Epoch[17] Elapsed time 4.956 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.173519 INFO:root:Epoch[18] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=7.2] INFO:root:Epoch[18] Elapsed time 5.023 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.201070 INFO:root:Epoch[19] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.83] INFO:root:Epoch[19] Elapsed time 5.215 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.826774 INFO:root:Epoch[20] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.36] INFO:root:Epoch[20] Elapsed time 4.923 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.358558 INFO:root:Epoch[21] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.6] INFO:root:Epoch[21] Elapsed time 4.906 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.596468 INFO:root:Epoch[22] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.26] INFO:root:Epoch[22] Elapsed time 5.008 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.259370 INFO:root:Epoch[23] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.87] INFO:root:Epoch[23] Elapsed time 4.945 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.871234 INFO:root:Epoch[24] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=7.5] INFO:root:Epoch[24] Elapsed time 5.160 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.498968 INFO:root:Epoch[25] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.22] INFO:root:Epoch[25] Elapsed time 5.022 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.219648 INFO:root:Epoch[26] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.98] INFO:root:Epoch[26] Elapsed time 5.083 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.976686 INFO:root:Epoch[27] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7.16] INFO:root:Epoch[27] Elapsed time 5.184 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.155674 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.49] INFO:root:Epoch[28] Elapsed time 4.976 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.493241 INFO:root:Epoch[29] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=7.07] INFO:root:Epoch[29] Elapsed time 4.922 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.067646 INFO:root:Epoch[30] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=7.31] INFO:root:Epoch[30] Elapsed time 4.944 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.308426 INFO:root:Epoch[31] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.67] INFO:root:Epoch[31] Elapsed time 5.160 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.672601 INFO:root:Epoch[32] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.3] INFO:root:Epoch[32] Elapsed time 5.012 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.297273 INFO:root:Epoch[33] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.22] INFO:root:Epoch[33] Elapsed time 5.135 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.216001 INFO:root:Epoch[34] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.45] INFO:root:Epoch[34] Elapsed time 5.199 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.447680 INFO:root:Epoch[35] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.46] INFO:root:Epoch[35] Elapsed time 4.970 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.456880 INFO:root:Epoch[36] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.58] INFO:root:Epoch[36] Elapsed time 4.888 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.575260 INFO:root:Epoch[37] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.1] INFO:root:Epoch[37] Elapsed time 4.958 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.096437 INFO:root:Epoch[38] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=7.14] INFO:root:Epoch[38] Elapsed time 4.941 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.140711 INFO:root:Epoch[39] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.31] INFO:root:Epoch[39] Elapsed time 5.076 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.314624 INFO:root:Epoch[40] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.29] INFO:root:Epoch[40] Elapsed time 4.980 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.287037 INFO:root:Epoch[41] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.50it/s, avg_epoch_loss=7.03] INFO:root:Epoch[41] Elapsed time 5.720 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.033111 INFO:root:Epoch[42] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=7.08] INFO:root:Epoch[42] Elapsed time 5.139 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.077802 INFO:root:Epoch[43] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.19] INFO:root:Epoch[43] Elapsed time 4.932 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.189836 INFO:root:Epoch[44] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=7.08] INFO:root:Epoch[44] Elapsed time 5.006 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.079954 INFO:root:Epoch[45] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.97] INFO:root:Epoch[45] Elapsed time 4.941 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.968648 INFO:root:Epoch[46] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.19] INFO:root:Epoch[46] Elapsed time 5.118 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.194118 INFO:root:Epoch[47] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.22] INFO:root:Epoch[47] Elapsed time 4.973 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.215824 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=7.36] INFO:root:Epoch[48] Elapsed time 5.230 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.358560 INFO:root:Epoch[49] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.14] INFO:root:Epoch[49] Elapsed time 4.943 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.141973 INFO:root:Epoch[50] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.45] INFO:root:Epoch[50] Elapsed time 4.925 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.454967 INFO:root:Epoch[51] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=6.38] INFO:root:Epoch[51] Elapsed time 4.877 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.382040 INFO:root:Epoch[52] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6] INFO:root:Epoch[52] Elapsed time 4.931 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.998563 INFO:root:Epoch[53] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=7.56] INFO:root:Epoch[53] Elapsed time 5.062 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.557751 INFO:root:Epoch[54] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=7.04] INFO:root:Epoch[54] Elapsed time 5.126 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.044772 INFO:root:Epoch[55] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.38] INFO:root:Epoch[55] Elapsed time 5.040 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.384056 INFO:root:Epoch[56] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.07] INFO:root:Epoch[56] Elapsed time 5.120 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.074835 INFO:root:Epoch[57] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=7.09] INFO:root:Epoch[57] Elapsed time 5.275 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.086867 INFO:root:Epoch[58] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.2] INFO:root:Epoch[58] Elapsed time 5.051 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.201657 INFO:root:Epoch[59] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=7.15] INFO:root:Epoch[59] Elapsed time 4.961 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.149296 INFO:root:Epoch[60] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.95] INFO:root:Epoch[60] Elapsed time 5.145 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.949716 INFO:root:Epoch[61] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.11] INFO:root:Epoch[61] Elapsed time 5.133 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.105735 INFO:root:Epoch[62] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.4] INFO:root:Epoch[62] Elapsed time 5.033 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.397872 INFO:root:Loading parameters from best epoch (52) INFO:root:Epoch[63] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=7.3] INFO:root:Epoch[63] Elapsed time 5.375 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.296729 INFO:root:Epoch[64] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.96] INFO:root:Epoch[64] Elapsed time 5.037 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.961110 INFO:root:Epoch[65] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.45] INFO:root:Epoch[65] Elapsed time 4.958 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.450727 INFO:root:Epoch[66] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.2] INFO:root:Epoch[66] Elapsed time 4.946 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.199074 INFO:root:Epoch[67] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.97] INFO:root:Epoch[67] Elapsed time 4.994 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.970930 INFO:root:Epoch[68] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=7.73] INFO:root:Epoch[68] Elapsed time 5.005 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.725519 INFO:root:Epoch[69] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.93] INFO:root:Epoch[69] Elapsed time 5.093 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.934727 INFO:root:Epoch[70] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.44] INFO:root:Epoch[70] Elapsed time 5.124 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.437070 INFO:root:Epoch[71] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.11] INFO:root:Epoch[71] Elapsed time 5.102 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.114786 INFO:root:Epoch[72] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.99] INFO:root:Epoch[72] Elapsed time 5.226 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.992390 INFO:root:Epoch[73] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.2] INFO:root:Epoch[73] Elapsed time 4.985 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.197777 INFO:root:Epoch[74] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=7.26] INFO:root:Epoch[74] Elapsed time 4.911 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.257226 INFO:root:Loading parameters from best epoch (64) INFO:root:Epoch[75] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=7.05] INFO:root:Epoch[75] Elapsed time 5.066 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.054463 INFO:root:Epoch[76] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.77it/s, avg_epoch_loss=5.99] INFO:root:Epoch[76] Elapsed time 5.632 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.985786 INFO:root:Epoch[77] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.63] INFO:root:Epoch[77] Elapsed time 5.008 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.630446 INFO:root:Epoch[78] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=7.08] INFO:root:Epoch[78] Elapsed time 5.227 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.075383 INFO:root:Epoch[79] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.84] INFO:root:Epoch[79] Elapsed time 4.886 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.843483 INFO:root:Epoch[80] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.57] INFO:root:Epoch[80] Elapsed time 4.924 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.574131 INFO:root:Epoch[81] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.16] INFO:root:Epoch[81] Elapsed time 4.947 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.158732 INFO:root:Epoch[82] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.95] INFO:root:Epoch[82] Elapsed time 4.999 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.954651 INFO:root:Epoch[83] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=7.79] INFO:root:Epoch[83] Elapsed time 5.072 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.789907 INFO:root:Epoch[84] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.84] INFO:root:Epoch[84] Elapsed time 5.188 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.837576 INFO:root:Epoch[85] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.42] INFO:root:Epoch[85] Elapsed time 5.093 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.421393 INFO:root:Epoch[86] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.04] INFO:root:Epoch[86] Elapsed time 5.132 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.040445 INFO:root:Epoch[87] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7] INFO:root:Epoch[87] Elapsed time 5.183 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.998071 INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.17] INFO:root:Epoch[88] Elapsed time 4.948 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.170583 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=7.19] INFO:root:Epoch[89] Elapsed time 4.965 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.189376 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.94] INFO:root:Epoch[90] Elapsed time 5.127 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.941301 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.88] INFO:root:Epoch[91] Elapsed time 5.060 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.875863 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.5] INFO:root:Epoch[92] Elapsed time 5.059 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.499234 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.22it/s, avg_epoch_loss=7.08] INFO:root:Epoch[93] Elapsed time 5.492 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.080404 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.7] INFO:root:Epoch[94] Elapsed time 4.920 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.699539 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.46] INFO:root:Epoch[95] Elapsed time 5.030 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.455460 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.14] INFO:root:Epoch[96] Elapsed time 4.940 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.138126 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.94] INFO:root:Epoch[97] Elapsed time 4.969 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.944155 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.9] INFO:root:Epoch[98] Elapsed time 5.095 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.903897 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.56] INFO:root:Epoch[99] Elapsed time 4.999 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.559367 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.34] INFO:root:Epoch[100] Elapsed time 5.042 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.340120 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=7.08] INFO:root:Epoch[101] Elapsed time 5.032 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.080095 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.91] INFO:root:Epoch[102] Elapsed time 5.083 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.906498 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.17] INFO:root:Epoch[103] Elapsed time 4.946 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.172529 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=7.08] INFO:root:Epoch[104] Elapsed time 4.971 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.083919 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.85] INFO:root:Epoch[105] Elapsed time 5.127 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.845913 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.7] INFO:root:Epoch[106] Elapsed time 4.969 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.696469 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.74] INFO:root:Epoch[107] Elapsed time 5.098 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.739049 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=7.02] INFO:root:Epoch[108] Elapsed time 5.275 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.019746 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.71] INFO:root:Epoch[109] Elapsed time 4.997 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.705382 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.39] INFO:root:Epoch[110] Elapsed time 4.975 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.393968 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.11] INFO:root:Epoch[111] Elapsed time 5.120 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.107483 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.75it/s, avg_epoch_loss=6.09] INFO:root:Epoch[112] Elapsed time 5.637 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.088457 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.76] INFO:root:Epoch[113] Elapsed time 5.119 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.760171 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.39] INFO:root:Epoch[114] Elapsed time 4.995 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.387572 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.3] INFO:root:Epoch[115] Elapsed time 5.061 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.297415 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.1] INFO:root:Epoch[116] Elapsed time 5.107 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.096554 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.68] INFO:root:Epoch[117] Elapsed time 5.112 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.677561 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.11] INFO:root:Epoch[118] Elapsed time 4.941 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.109817 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=7.04] INFO:root:Epoch[119] Elapsed time 4.934 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.037657 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.87] INFO:root:Epoch[120] Elapsed time 5.172 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.868302 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.56] INFO:root:Epoch[121] Elapsed time 4.977 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.557081 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.7] INFO:root:Epoch[122] Elapsed time 4.995 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.699059 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.9] INFO:root:Epoch[123] Elapsed time 5.260 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.903218 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.69] INFO:root:Epoch[124] Elapsed time 5.011 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.693273 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.37] INFO:root:Epoch[125] Elapsed time 4.925 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.368022 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.05] INFO:root:Epoch[126] Elapsed time 4.897 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.047222 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.95] INFO:root:Epoch[127] Elapsed time 4.945 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.946103 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.69] INFO:root:Epoch[128] Elapsed time 5.122 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.693122 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.32] INFO:root:Epoch[129] Elapsed time 4.950 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.318517 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.2] INFO:root:Epoch[130] Elapsed time 5.007 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.200786 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.98] INFO:root:Epoch[131] Elapsed time 5.050 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.979474 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.63] INFO:root:Epoch[132] Elapsed time 5.096 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.627112 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.09] INFO:root:Epoch[133] Elapsed time 4.868 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.093207 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=6.91] INFO:root:Epoch[134] Elapsed time 4.894 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.911678 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.84] INFO:root:Epoch[135] Elapsed time 5.111 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.838402 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.45] INFO:root:Epoch[136] Elapsed time 4.958 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.452570 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.73] INFO:root:Epoch[137] Elapsed time 4.991 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.727231 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.92] INFO:root:Epoch[138] Elapsed time 5.243 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.919889 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.63] INFO:root:Epoch[139] Elapsed time 4.947 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.631859 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.36] INFO:root:Epoch[140] Elapsed time 4.961 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.363099 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.04] INFO:root:Epoch[141] Elapsed time 4.954 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.043861 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.92] INFO:root:Epoch[142] Elapsed time 4.998 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.917226 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.64] INFO:root:Epoch[143] Elapsed time 5.095 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.635362 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.27] INFO:root:Epoch[144] Elapsed time 4.982 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.271791 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.16] INFO:root:Epoch[145] Elapsed time 5.059 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.157947 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.94] INFO:root:Epoch[146] Elapsed time 5.069 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.936523 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.37it/s, avg_epoch_loss=6.69] INFO:root:Epoch[147] Elapsed time 5.760 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.685514 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.93] INFO:root:Epoch[148] Elapsed time 4.988 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.927493 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.92] INFO:root:Epoch[149] Elapsed time 4.944 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.917398 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.87] INFO:root:Epoch[150] Elapsed time 5.191 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.865344 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.51] INFO:root:Epoch[151] Elapsed time 5.002 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.509376 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.48] INFO:root:Epoch[152] Elapsed time 5.087 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.478668 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.67it/s, avg_epoch_loss=6.92] INFO:root:Epoch[153] Elapsed time 5.359 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.924292 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.62] INFO:root:Epoch[154] Elapsed time 4.953 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.615968 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=6.35] INFO:root:Epoch[155] Elapsed time 4.920 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.348892 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.95] INFO:root:Epoch[156] Elapsed time 4.934 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.949646 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.7] INFO:root:Epoch[157] Elapsed time 4.965 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.695143 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=7.59] INFO:root:Epoch[158] Elapsed time 5.054 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.589433 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.45] INFO:root:Epoch[159] Elapsed time 5.040 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.454828 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.05] INFO:root:Epoch[160] Elapsed time 5.030 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.048266 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.83] INFO:root:Epoch[161] Elapsed time 5.061 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.829580 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.75] INFO:root:Epoch[162] Elapsed time 5.171 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.753950 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.79] INFO:root:Epoch[163] Elapsed time 4.970 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.787516 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=7] INFO:root:Epoch[164] Elapsed time 4.946 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.998857 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.78] INFO:root:Epoch[165] Elapsed time 5.113 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.783843 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.57] INFO:root:Epoch[166] Elapsed time 4.997 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.574450 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.42] INFO:root:Epoch[167] Elapsed time 5.023 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.415135 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.92] INFO:root:Epoch[168] Elapsed time 5.273 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.918338 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.53] INFO:root:Epoch[169] Elapsed time 4.934 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.528738 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.38] INFO:root:Epoch[170] Elapsed time 4.957 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.381212 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.96] INFO:root:Epoch[171] Elapsed time 4.921 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.959029 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.67] INFO:root:Epoch[172] Elapsed time 4.976 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.669091 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=7.53] INFO:root:Epoch[173] Elapsed time 5.040 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.529226 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.37] INFO:root:Epoch[174] Elapsed time 5.053 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.373427 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6] INFO:root:Epoch[175] Elapsed time 5.055 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.995394 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.73] INFO:root:Epoch[176] Elapsed time 5.069 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.726356 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.66] INFO:root:Epoch[177] Elapsed time 5.155 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.655889 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.72] INFO:root:Epoch[178] Elapsed time 4.927 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.722638 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.97] INFO:root:Epoch[179] Elapsed time 4.968 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.968578 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.83] INFO:root:Epoch[180] Elapsed time 5.184 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.832354 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.51] INFO:root:Epoch[181] Elapsed time 5.077 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.511862 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.4] INFO:root:Epoch[182] Elapsed time 5.026 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.404935 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:06<00:00, 16.52it/s, avg_epoch_loss=6.97] INFO:root:Epoch[183] Elapsed time 6.056 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.969663 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.5] INFO:root:Epoch[184] Elapsed time 5.017 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.504895 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.38] INFO:root:Epoch[185] Elapsed time 4.945 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.378872 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.98] INFO:root:Epoch[186] Elapsed time 4.990 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.975571 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.7] INFO:root:Epoch[187] Elapsed time 4.994 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.696098 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.53] INFO:root:Epoch[188] Elapsed time 5.115 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.534542 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.2] INFO:root:Epoch[189] Elapsed time 5.007 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.198760 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.03] INFO:root:Epoch[190] Elapsed time 5.046 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.026350 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.74] INFO:root:Epoch[191] Elapsed time 5.105 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.743396 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.56] INFO:root:Epoch[192] Elapsed time 5.149 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.564691 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.91] INFO:root:Epoch[193] Elapsed time 4.964 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.909805 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.86] INFO:root:Epoch[194] Elapsed time 4.971 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.856352 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.76] INFO:root:Epoch[195] Elapsed time 5.193 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.758243 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.37] INFO:root:Epoch[196] Elapsed time 5.025 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.365407 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.53] INFO:root:Epoch[197] Elapsed time 5.020 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.525798 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.88] INFO:root:Epoch[198] Elapsed time 5.207 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.883102 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.5] INFO:root:Epoch[199] Elapsed time 4.942 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.504320 INFO:root:Loading parameters from best epoch (196) INFO:root:Final loss: 5.3654067325592045 (occurred at epoch 196) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:26<00:00, 35.66it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 1.016623 0.13598 13.484483 0.121251 0.079161 44 epochs num_batches 0 200 100 Seed: 45
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=7.27] INFO:root:Epoch[0] Elapsed time 5.280 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.268026 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.22it/s, avg_epoch_loss=7.65] INFO:root:Epoch[1] Elapsed time 5.810 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.654398 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.07] INFO:root:Epoch[2] Elapsed time 5.284 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.072531 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.81] INFO:root:Epoch[3] Elapsed time 5.005 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.806802 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=7.46] INFO:root:Epoch[4] Elapsed time 5.349 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.458902 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.44] INFO:root:Epoch[5] Elapsed time 4.974 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.437788 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.84] INFO:root:Epoch[6] Elapsed time 4.947 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.841695 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.54] INFO:root:Epoch[7] Elapsed time 4.939 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.536232 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.4] INFO:root:Epoch[8] Elapsed time 4.974 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.396921 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.76] INFO:root:Epoch[9] Elapsed time 5.146 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.760566 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.69] INFO:root:Epoch[10] Elapsed time 5.063 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.686219 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.56] INFO:root:Epoch[11] Elapsed time 5.100 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.555217 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.13] INFO:root:Epoch[12] Elapsed time 5.264 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.130335 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.84] INFO:root:Epoch[13] Elapsed time 5.178 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.838727 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.56] INFO:root:Epoch[14] Elapsed time 5.037 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.561140 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=7.08] INFO:root:Epoch[15] Elapsed time 4.976 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.081459 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7.05] INFO:root:Epoch[16] Elapsed time 5.313 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.047253 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.05] INFO:root:Epoch[17] Elapsed time 5.081 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.045644 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=7] INFO:root:Epoch[18] Elapsed time 5.001 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.003705 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.71] INFO:root:Epoch[19] Elapsed time 5.221 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.705697 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.1] INFO:root:Epoch[20] Elapsed time 4.926 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.104874 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.37] INFO:root:Epoch[21] Elapsed time 4.915 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.372890 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.16] INFO:root:Epoch[22] Elapsed time 4.946 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.161202 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.5] INFO:root:Epoch[23] Elapsed time 4.938 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.497297 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.36] INFO:root:Epoch[24] Elapsed time 5.132 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.357481 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.07] INFO:root:Epoch[25] Elapsed time 4.977 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.072219 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.63] INFO:root:Epoch[26] Elapsed time 5.056 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.627407 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.07] INFO:root:Epoch[27] Elapsed time 5.284 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.074214 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.3] INFO:root:Epoch[28] Elapsed time 4.974 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.302327 INFO:root:Epoch[29] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.67] INFO:root:Epoch[29] Elapsed time 4.974 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.668539 INFO:root:Epoch[30] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=7.16] INFO:root:Epoch[30] Elapsed time 5.041 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.159889 INFO:root:Epoch[31] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.45] INFO:root:Epoch[31] Elapsed time 5.210 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.450037 INFO:root:Epoch[32] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.04] INFO:root:Epoch[32] Elapsed time 4.963 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.036919 INFO:root:Epoch[33] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.95] INFO:root:Epoch[33] Elapsed time 5.068 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.947765 INFO:root:Epoch[34] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.54] INFO:root:Epoch[34] Elapsed time 5.227 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.540978 INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.09] INFO:root:Epoch[35] Elapsed time 4.955 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.092724 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.37] INFO:root:Epoch[36] Elapsed time 5.340 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.368609 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.02] INFO:root:Epoch[37] Elapsed time 5.245 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.017314 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.73] INFO:root:Epoch[38] Elapsed time 4.899 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.733092 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=7.25] INFO:root:Epoch[39] Elapsed time 5.202 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.252982 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.97] INFO:root:Epoch[40] Elapsed time 4.950 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.970013 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.8] INFO:root:Epoch[41] Elapsed time 5.093 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.799217 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.94] INFO:root:Epoch[42] Elapsed time 5.254 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.942626 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.98] INFO:root:Epoch[43] Elapsed time 5.064 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.975556 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.73] INFO:root:Epoch[44] Elapsed time 4.977 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.730961 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.88] INFO:root:Epoch[45] Elapsed time 5.049 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.875967 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.06] INFO:root:Epoch[46] Elapsed time 5.237 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.063308 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.35] INFO:root:Epoch[47] Elapsed time 5.082 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.346231 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7] INFO:root:Epoch[48] Elapsed time 5.187 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.998617 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.99] INFO:root:Epoch[49] Elapsed time 5.057 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.991741 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.17] INFO:root:Epoch[50] Elapsed time 4.973 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.169497 INFO:root:Loading parameters from best epoch (40) INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.24] INFO:root:Epoch[51] Elapsed time 4.946 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.239397 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.73] INFO:root:Epoch[52] Elapsed time 5.017 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.726934 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=7.01] INFO:root:Epoch[53] Elapsed time 5.002 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.010953 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.97] INFO:root:Epoch[54] Elapsed time 5.080 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.968717 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.01] INFO:root:Epoch[55] Elapsed time 4.988 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.010403 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.9] INFO:root:Epoch[56] Elapsed time 5.044 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.895020 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.91] INFO:root:Epoch[57] Elapsed time 5.174 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.905599 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.92] INFO:root:Epoch[58] Elapsed time 5.002 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.922310 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.94] INFO:root:Epoch[59] Elapsed time 5.049 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.939425 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.79] INFO:root:Epoch[60] Elapsed time 5.019 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.794502 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.91] INFO:root:Epoch[61] Elapsed time 5.169 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.910685 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.21] INFO:root:Epoch[62] Elapsed time 5.039 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.209780 INFO:root:Loading parameters from best epoch (52) INFO:root:Epoch[63] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=7.17] INFO:root:Epoch[63] Elapsed time 5.211 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.169766 INFO:root:Epoch[64] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.91] INFO:root:Epoch[64] Elapsed time 4.947 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.910794 INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.35] INFO:root:Epoch[65] Elapsed time 4.967 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.346571 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.09] INFO:root:Epoch[66] Elapsed time 5.001 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.085842 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.7] INFO:root:Epoch[67] Elapsed time 4.990 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.702039 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.24] INFO:root:Epoch[68] Elapsed time 5.046 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.243970 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.84] INFO:root:Epoch[69] Elapsed time 5.179 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.841438 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.11] INFO:root:Epoch[70] Elapsed time 5.054 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.114498 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.91] INFO:root:Epoch[71] Elapsed time 5.234 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.911939 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 17.01it/s, avg_epoch_loss=6.91] INFO:root:Epoch[72] Elapsed time 5.882 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.910601 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.93] INFO:root:Epoch[73] Elapsed time 4.985 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.928794 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.99] INFO:root:Epoch[74] Elapsed time 5.033 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.990727 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.78] INFO:root:Epoch[75] Elapsed time 5.153 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.784275 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.92] INFO:root:Epoch[76] Elapsed time 5.231 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.920407 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.32] INFO:root:Epoch[77] Elapsed time 5.040 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.320822 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=7.2] INFO:root:Epoch[78] Elapsed time 5.379 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.203652 INFO:root:Epoch[79] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.72] INFO:root:Epoch[79] Elapsed time 4.946 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.716632 INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.34] INFO:root:Epoch[80] Elapsed time 4.964 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.335811 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.98] INFO:root:Epoch[81] Elapsed time 4.998 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.982203 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.72] INFO:root:Epoch[82] Elapsed time 4.998 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.717732 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=7.61] INFO:root:Epoch[83] Elapsed time 5.066 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.609719 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.68] INFO:root:Epoch[84] Elapsed time 5.185 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.677187 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.15] INFO:root:Epoch[85] Elapsed time 5.086 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.153558 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.92] INFO:root:Epoch[86] Elapsed time 5.062 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.924664 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=6.8] INFO:root:Epoch[87] Elapsed time 5.330 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.796583 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.8] INFO:root:Epoch[88] Elapsed time 5.007 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.795244 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=7.28] INFO:root:Epoch[89] Elapsed time 5.003 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.284482 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.82] INFO:root:Epoch[90] Elapsed time 5.108 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.818341 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.81] INFO:root:Epoch[91] Elapsed time 5.155 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.809700 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.52] INFO:root:Epoch[92] Elapsed time 5.102 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.516228 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.98] INFO:root:Epoch[93] Elapsed time 5.373 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.977825 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.65] INFO:root:Epoch[94] Elapsed time 4.948 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.645123 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.4] INFO:root:Epoch[95] Elapsed time 4.972 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.397119 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.98] INFO:root:Epoch[96] Elapsed time 4.854 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.981235 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.75] INFO:root:Epoch[97] Elapsed time 4.956 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.753925 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=7.84] INFO:root:Epoch[98] Elapsed time 5.060 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.844051 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.29] INFO:root:Epoch[99] Elapsed time 4.971 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.285816 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.19] INFO:root:Epoch[100] Elapsed time 5.048 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.186229 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.97] INFO:root:Epoch[101] Elapsed time 5.190 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.966246 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.77] INFO:root:Epoch[102] Elapsed time 5.244 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.773897 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.99] INFO:root:Epoch[103] Elapsed time 4.929 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.991140 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=7.12] INFO:root:Epoch[104] Elapsed time 4.906 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.121581 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.79] INFO:root:Epoch[105] Elapsed time 5.207 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.787391 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.69] INFO:root:Epoch[106] Elapsed time 4.991 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.685727 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.58it/s, avg_epoch_loss=6.57] INFO:root:Epoch[107] Elapsed time 5.691 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.570294 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.9] INFO:root:Epoch[108] Elapsed time 5.263 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.899479 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.64] INFO:root:Epoch[109] Elapsed time 4.894 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.639614 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.31] INFO:root:Epoch[110] Elapsed time 4.964 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.314486 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.92] INFO:root:Epoch[111] Elapsed time 4.959 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.919134 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.78] INFO:root:Epoch[112] Elapsed time 4.965 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.777269 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=7.9] INFO:root:Epoch[113] Elapsed time 5.125 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.896583 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.23] INFO:root:Epoch[114] Elapsed time 4.991 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.228398 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.23] INFO:root:Epoch[115] Elapsed time 5.015 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.228187 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.94] INFO:root:Epoch[116] Elapsed time 5.043 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.936376 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.72] INFO:root:Epoch[117] Elapsed time 5.149 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.721260 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6] INFO:root:Epoch[118] Elapsed time 4.986 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.004616 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.97] INFO:root:Epoch[119] Elapsed time 4.943 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.973021 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.81] INFO:root:Epoch[120] Elapsed time 5.151 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.813774 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.64] INFO:root:Epoch[121] Elapsed time 4.963 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.641648 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.57] INFO:root:Epoch[122] Elapsed time 5.047 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.571796 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.9] INFO:root:Epoch[123] Elapsed time 5.277 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.901658 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.59] INFO:root:Epoch[124] Elapsed time 4.938 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.593841 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.33] INFO:root:Epoch[125] Elapsed time 4.909 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.332802 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.95] INFO:root:Epoch[126] Elapsed time 4.920 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.949725 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.82] INFO:root:Epoch[127] Elapsed time 4.936 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.818882 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.84] INFO:root:Epoch[128] Elapsed time 5.117 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.838662 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.07] INFO:root:Epoch[129] Elapsed time 4.949 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.072617 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.16] INFO:root:Epoch[130] Elapsed time 5.171 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.159211 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.91] INFO:root:Epoch[131] Elapsed time 5.049 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.906449 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.57] INFO:root:Epoch[132] Elapsed time 5.099 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.568782 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=6.03] INFO:root:Epoch[133] Elapsed time 4.918 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.034047 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.99] INFO:root:Epoch[134] Elapsed time 4.904 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.988064 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.77] INFO:root:Epoch[135] Elapsed time 5.177 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.771608 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.49] INFO:root:Epoch[136] Elapsed time 4.955 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.489790 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.73] INFO:root:Epoch[137] Elapsed time 5.048 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.727348 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.68] INFO:root:Epoch[138] Elapsed time 5.279 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.683413 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.67] INFO:root:Epoch[139] Elapsed time 4.945 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.674484 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.3] INFO:root:Epoch[140] Elapsed time 4.987 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.298845 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.89] INFO:root:Epoch[141] Elapsed time 4.961 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.889048 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.93] INFO:root:Epoch[142] Elapsed time 5.051 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.934422 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.42it/s, avg_epoch_loss=7.68] INFO:root:Epoch[143] Elapsed time 5.743 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.680592 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.89] INFO:root:Epoch[144] Elapsed time 4.994 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.890063 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.35] INFO:root:Epoch[145] Elapsed time 5.059 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.353568 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.91] INFO:root:Epoch[146] Elapsed time 5.135 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.906845 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.38] INFO:root:Epoch[147] Elapsed time 5.156 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.375269 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.13] INFO:root:Epoch[148] Elapsed time 4.957 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.127196 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.98] INFO:root:Epoch[149] Elapsed time 4.933 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.982917 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.7] INFO:root:Epoch[150] Elapsed time 5.181 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.701628 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.42] INFO:root:Epoch[151] Elapsed time 5.116 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.424045 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.83] INFO:root:Epoch[152] Elapsed time 4.974 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.828868 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.67] INFO:root:Epoch[153] Elapsed time 5.229 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.669419 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.77] INFO:root:Epoch[154] Elapsed time 4.911 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.767101 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.26] INFO:root:Epoch[155] Elapsed time 4.944 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.262884 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.91] INFO:root:Epoch[156] Elapsed time 4.966 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.905615 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.04] INFO:root:Epoch[157] Elapsed time 5.038 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.036631 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.63] INFO:root:Epoch[158] Elapsed time 5.145 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.634450 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.88] INFO:root:Epoch[159] Elapsed time 5.059 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.875240 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.42] INFO:root:Epoch[160] Elapsed time 5.032 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.419940 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.89] INFO:root:Epoch[161] Elapsed time 5.225 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.888808 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.32] INFO:root:Epoch[162] Elapsed time 5.014 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.321908 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.12] INFO:root:Epoch[163] Elapsed time 4.953 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.122141 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.98] INFO:root:Epoch[164] Elapsed time 4.911 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.984033 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.7] INFO:root:Epoch[165] Elapsed time 5.144 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.701462 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.38] INFO:root:Epoch[166] Elapsed time 4.939 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.377039 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.72] INFO:root:Epoch[167] Elapsed time 5.034 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.715062 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.66] INFO:root:Epoch[168] Elapsed time 5.240 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.656293 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.69] INFO:root:Epoch[169] Elapsed time 4.971 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.686652 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.31] INFO:root:Epoch[170] Elapsed time 4.974 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.312330 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.86] INFO:root:Epoch[171] Elapsed time 4.944 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.860382 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.88] INFO:root:Epoch[172] Elapsed time 4.989 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.882872 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.69] INFO:root:Epoch[173] Elapsed time 5.142 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.693658 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.89] INFO:root:Epoch[174] Elapsed time 4.997 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.892065 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.26] INFO:root:Epoch[175] Elapsed time 5.152 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.260857 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.87] INFO:root:Epoch[176] Elapsed time 5.177 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.874043 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.35] INFO:root:Epoch[177] Elapsed time 5.094 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.348367 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.63it/s, avg_epoch_loss=6.06] INFO:root:Epoch[178] Elapsed time 5.677 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.062243 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.92] INFO:root:Epoch[179] Elapsed time 4.964 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.921632 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.68] INFO:root:Epoch[180] Elapsed time 5.246 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.675160 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.37] INFO:root:Epoch[181] Elapsed time 4.997 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.372138 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.75] INFO:root:Epoch[182] Elapsed time 5.049 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.746425 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.64] INFO:root:Epoch[183] Elapsed time 5.230 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.642040 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.61] INFO:root:Epoch[184] Elapsed time 4.897 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.611511 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.28] INFO:root:Epoch[185] Elapsed time 5.000 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.278597 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.81] INFO:root:Epoch[186] Elapsed time 4.928 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.810930 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.81] INFO:root:Epoch[187] Elapsed time 4.953 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.811661 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=7.76] INFO:root:Epoch[188] Elapsed time 5.124 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.757130 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.98] INFO:root:Epoch[189] Elapsed time 5.042 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.980541 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.13] INFO:root:Epoch[190] Elapsed time 5.129 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.128397 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.82] INFO:root:Epoch[191] Elapsed time 5.086 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.816284 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.59] INFO:root:Epoch[192] Elapsed time 5.192 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.590002 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.9] INFO:root:Epoch[193] Elapsed time 4.984 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.902668 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.93] INFO:root:Epoch[194] Elapsed time 4.929 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.925914 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.68] INFO:root:Epoch[195] Elapsed time 5.134 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.679314 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.49] INFO:root:Epoch[196] Elapsed time 4.963 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.486213 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.56] INFO:root:Epoch[197] Elapsed time 5.022 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.555857 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.75] INFO:root:Epoch[198] Elapsed time 5.238 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.751082 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.62] INFO:root:Epoch[199] Elapsed time 4.902 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.618747 INFO:root:Loading parameters from best epoch (181) INFO:root:Final loss: 5.372138457298279 (occurred at epoch 181) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:29<00:00, 35.56it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.069797 0.135532 15.341745 0.123141 0.081653 seed epochs num_batches 0 45 200 100 Seed: 46
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.22] INFO:root:Epoch[0] Elapsed time 5.321 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.221802 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.57] INFO:root:Epoch[1] Elapsed time 5.102 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.570264 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.99] INFO:root:Epoch[2] Elapsed time 5.229 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.993741 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.93] INFO:root:Epoch[3] Elapsed time 4.994 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.931462 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.45] INFO:root:Epoch[4] Elapsed time 5.316 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.449273 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.27] INFO:root:Epoch[5] Elapsed time 4.939 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.270911 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=6.83] INFO:root:Epoch[6] Elapsed time 4.895 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.826182 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.53] INFO:root:Epoch[7] Elapsed time 4.899 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.528755 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.43] INFO:root:Epoch[8] Elapsed time 4.957 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.434934 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=7.7] INFO:root:Epoch[9] Elapsed time 5.128 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.698328 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.49] INFO:root:Epoch[10] Elapsed time 4.950 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.494244 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.64] INFO:root:Epoch[11] Elapsed time 5.035 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.642113 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.13] INFO:root:Epoch[12] Elapsed time 5.146 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.126138 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.78] INFO:root:Epoch[13] Elapsed time 5.002 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.775324 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.64] INFO:root:Epoch[14] Elapsed time 4.929 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.635831 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=7.25] INFO:root:Epoch[15] Elapsed time 4.956 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.247100 INFO:root:Loading parameters from best epoch (5) INFO:root:Epoch[16] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.22] INFO:root:Epoch[16] Elapsed time 5.177 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.215017 INFO:root:Epoch[17] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.98] INFO:root:Epoch[17] Elapsed time 4.994 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.982060 INFO:root:Epoch[18] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=7.26] INFO:root:Epoch[18] Elapsed time 5.057 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.256690 INFO:root:Epoch[19] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.48it/s, avg_epoch_loss=6.91] INFO:root:Epoch[19] Elapsed time 5.415 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.906823 INFO:root:Epoch[20] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.21] INFO:root:Epoch[20] Elapsed time 4.951 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.214232 INFO:root:Epoch[21] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.63] INFO:root:Epoch[21] Elapsed time 5.019 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.626223 INFO:root:Epoch[22] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.34] INFO:root:Epoch[22] Elapsed time 4.987 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.337484 INFO:root:Epoch[23] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.79] INFO:root:Epoch[23] Elapsed time 4.985 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.789304 INFO:root:Epoch[24] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=7.55] INFO:root:Epoch[24] Elapsed time 5.189 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.551204 INFO:root:Epoch[25] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.21] INFO:root:Epoch[25] Elapsed time 4.999 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.213904 INFO:root:Epoch[26] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.9] INFO:root:Epoch[26] Elapsed time 5.089 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.901185 INFO:root:Epoch[27] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.2] INFO:root:Epoch[27] Elapsed time 5.219 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.202862 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.5] INFO:root:Epoch[28] Elapsed time 4.950 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.498050 INFO:root:Epoch[29] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=7.03] INFO:root:Epoch[29] Elapsed time 4.946 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.030797 INFO:root:Epoch[30] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=7.29] INFO:root:Epoch[30] Elapsed time 4.993 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.286131 INFO:root:Epoch[31] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.04it/s, avg_epoch_loss=6.74] INFO:root:Epoch[31] Elapsed time 5.872 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.739756 INFO:root:Epoch[32] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.33] INFO:root:Epoch[32] Elapsed time 5.014 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.330747 INFO:root:Epoch[33] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.15] INFO:root:Epoch[33] Elapsed time 5.101 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.149338 INFO:root:Epoch[34] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.59] INFO:root:Epoch[34] Elapsed time 5.187 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.587812 INFO:root:Epoch[35] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.42] INFO:root:Epoch[35] Elapsed time 4.984 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.417558 INFO:root:Epoch[36] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.6] INFO:root:Epoch[36] Elapsed time 4.959 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.596658 INFO:root:Epoch[37] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.08] INFO:root:Epoch[37] Elapsed time 4.955 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.078164 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[38] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=7.44] INFO:root:Epoch[38] Elapsed time 4.988 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.443975 INFO:root:Epoch[39] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=7.48] INFO:root:Epoch[39] Elapsed time 5.128 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.477537 INFO:root:Epoch[40] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.49] INFO:root:Epoch[40] Elapsed time 4.994 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.487191 INFO:root:Epoch[41] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=7.17] INFO:root:Epoch[41] Elapsed time 5.073 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.170190 INFO:root:Epoch[42] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=7.1] INFO:root:Epoch[42] Elapsed time 5.203 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.102229 INFO:root:Epoch[43] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.44] INFO:root:Epoch[43] Elapsed time 4.949 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.439129 INFO:root:Epoch[44] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=7.35] INFO:root:Epoch[44] Elapsed time 4.946 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.351921 INFO:root:Epoch[45] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=7.13] INFO:root:Epoch[45] Elapsed time 5.052 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.127711 INFO:root:Epoch[46] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.36] INFO:root:Epoch[46] Elapsed time 5.099 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.355471 INFO:root:Epoch[47] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.61] INFO:root:Epoch[47] Elapsed time 5.019 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.614494 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[48] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=7.66] INFO:root:Epoch[48] Elapsed time 5.296 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.661445 INFO:root:Epoch[49] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.31] INFO:root:Epoch[49] Elapsed time 5.060 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.310860 INFO:root:Epoch[50] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.64] INFO:root:Epoch[50] Elapsed time 4.941 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.635609 INFO:root:Epoch[51] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.53] INFO:root:Epoch[51] Elapsed time 4.925 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.528129 INFO:root:Epoch[52] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.21] INFO:root:Epoch[52] Elapsed time 4.971 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.209641 INFO:root:Epoch[53] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=7.82] INFO:root:Epoch[53] Elapsed time 5.049 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.822322 INFO:root:Epoch[54] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=7.03] INFO:root:Epoch[54] Elapsed time 5.065 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.033659 INFO:root:Epoch[55] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.59] INFO:root:Epoch[55] Elapsed time 5.043 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.592867 INFO:root:Epoch[56] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=7.17] INFO:root:Epoch[56] Elapsed time 5.022 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.172005 INFO:root:Epoch[57] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7.13] INFO:root:Epoch[57] Elapsed time 5.179 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.130530 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[58] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.38] INFO:root:Epoch[58] Elapsed time 4.951 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.380423 INFO:root:Epoch[59] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=7.58] INFO:root:Epoch[59] Elapsed time 4.995 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.580113 INFO:root:Epoch[60] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.3] INFO:root:Epoch[60] Elapsed time 5.140 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.298298 INFO:root:Epoch[61] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.17] INFO:root:Epoch[61] Elapsed time 5.026 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.169062 INFO:root:Epoch[62] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.94] INFO:root:Epoch[62] Elapsed time 5.028 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.939502 INFO:root:Epoch[63] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=7.43] INFO:root:Epoch[63] Elapsed time 5.277 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.431617 INFO:root:Epoch[64] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.18] INFO:root:Epoch[64] Elapsed time 4.943 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.176940 INFO:root:Epoch[65] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.72] INFO:root:Epoch[65] Elapsed time 4.944 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.722307 INFO:root:Epoch[66] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.44] INFO:root:Epoch[66] Elapsed time 4.943 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.435820 INFO:root:Epoch[67] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.63it/s, avg_epoch_loss=6.19] INFO:root:Epoch[67] Elapsed time 5.677 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.190674 INFO:root:Epoch[68] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=8.07] INFO:root:Epoch[68] Elapsed time 5.091 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=8.071730 INFO:root:Epoch[69] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.71] INFO:root:Epoch[69] Elapsed time 5.008 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.707184 INFO:root:Epoch[70] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.53] INFO:root:Epoch[70] Elapsed time 5.039 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.531395 INFO:root:Epoch[71] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.23] INFO:root:Epoch[71] Elapsed time 5.075 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.231979 INFO:root:Epoch[72] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.02] INFO:root:Epoch[72] Elapsed time 5.149 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.018166 INFO:root:Epoch[73] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.49] INFO:root:Epoch[73] Elapsed time 4.963 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.486257 INFO:root:Epoch[74] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=7.33] INFO:root:Epoch[74] Elapsed time 4.935 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.331577 INFO:root:Epoch[75] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=7.13] INFO:root:Epoch[75] Elapsed time 5.162 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.133635 INFO:root:Epoch[76] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.1] INFO:root:Epoch[76] Elapsed time 4.983 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.099796 INFO:root:Epoch[77] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.94] INFO:root:Epoch[77] Elapsed time 5.051 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.943113 INFO:root:Epoch[78] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=7.23] INFO:root:Epoch[78] Elapsed time 5.348 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.232395 INFO:root:Epoch[79] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.12] INFO:root:Epoch[79] Elapsed time 4.982 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.115370 INFO:root:Epoch[80] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.68] INFO:root:Epoch[80] Elapsed time 4.941 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.679088 INFO:root:Epoch[81] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.37] INFO:root:Epoch[81] Elapsed time 4.956 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.366529 INFO:root:Epoch[82] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.2] INFO:root:Epoch[82] Elapsed time 4.968 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.198791 INFO:root:Epoch[83] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=8.05] INFO:root:Epoch[83] Elapsed time 5.108 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=8.053054 INFO:root:Epoch[84] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.59] INFO:root:Epoch[84] Elapsed time 4.995 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.587075 INFO:root:Epoch[85] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.49] INFO:root:Epoch[85] Elapsed time 5.053 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.491296 INFO:root:Epoch[86] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=7.16] INFO:root:Epoch[86] Elapsed time 5.051 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.156152 INFO:root:Epoch[87] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.93] INFO:root:Epoch[87] Elapsed time 5.121 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.933290 INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.5] INFO:root:Epoch[88] Elapsed time 4.949 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.496524 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=7.28] INFO:root:Epoch[89] Elapsed time 4.927 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.284758 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=7.08] INFO:root:Epoch[90] Elapsed time 5.160 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.082359 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.88] INFO:root:Epoch[91] Elapsed time 4.980 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.878965 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=7.01] INFO:root:Epoch[92] Elapsed time 4.988 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=7.005228 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=7.05] INFO:root:Epoch[93] Elapsed time 5.201 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.053743 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.01] INFO:root:Epoch[94] Elapsed time 4.868 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.009944 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.66] INFO:root:Epoch[95] Elapsed time 4.912 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.658672 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.27] INFO:root:Epoch[96] Elapsed time 4.915 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.266413 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.22] INFO:root:Epoch[97] Elapsed time 4.912 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.221763 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=7.92] INFO:root:Epoch[98] Elapsed time 5.067 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.921261 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.45] INFO:root:Epoch[99] Elapsed time 4.948 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.451299 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.51] INFO:root:Epoch[100] Elapsed time 4.993 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.512291 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=7.15] INFO:root:Epoch[101] Elapsed time 5.051 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.149971 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.12it/s, avg_epoch_loss=6.86] INFO:root:Epoch[102] Elapsed time 5.525 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.858487 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.4] INFO:root:Epoch[103] Elapsed time 5.122 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.399302 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=7.23] INFO:root:Epoch[104] Elapsed time 4.899 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.230211 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.94] INFO:root:Epoch[105] Elapsed time 5.138 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.936825 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.65] INFO:root:Epoch[106] Elapsed time 4.963 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.653200 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=7] INFO:root:Epoch[107] Elapsed time 5.088 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=7.002354 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=6.88] INFO:root:Epoch[108] Elapsed time 5.410 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.876332 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.03] INFO:root:Epoch[109] Elapsed time 5.048 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.029989 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.57] INFO:root:Epoch[110] Elapsed time 5.036 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.570506 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.23] INFO:root:Epoch[111] Elapsed time 5.018 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.233556 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.28] INFO:root:Epoch[112] Elapsed time 5.024 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.283063 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=7.64] INFO:root:Epoch[113] Elapsed time 5.251 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.637526 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.28] INFO:root:Epoch[114] Elapsed time 5.072 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.275280 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.66] INFO:root:Epoch[115] Elapsed time 5.054 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.656188 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7.05] INFO:root:Epoch[116] Elapsed time 5.177 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.046138 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.61] INFO:root:Epoch[117] Elapsed time 5.062 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.608412 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.32] INFO:root:Epoch[118] Elapsed time 4.943 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.320653 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=7.19] INFO:root:Epoch[119] Elapsed time 4.946 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.192534 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.74] INFO:root:Epoch[120] Elapsed time 5.171 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.739257 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.43] INFO:root:Epoch[121] Elapsed time 4.985 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.432308 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=7] INFO:root:Epoch[122] Elapsed time 4.963 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.995587 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.81] INFO:root:Epoch[123] Elapsed time 5.227 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.808522 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.95] INFO:root:Epoch[124] Elapsed time 4.920 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.954789 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.46] INFO:root:Epoch[125] Elapsed time 4.888 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.459227 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.11] INFO:root:Epoch[126] Elapsed time 4.943 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.112372 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.15] INFO:root:Epoch[127] Elapsed time 4.974 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.148881 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.52] INFO:root:Epoch[128] Elapsed time 5.087 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.518663 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.16] INFO:root:Epoch[129] Elapsed time 4.963 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.157461 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.51] INFO:root:Epoch[130] Elapsed time 5.051 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.509356 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.95] INFO:root:Epoch[131] Elapsed time 5.223 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.945273 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.46] INFO:root:Epoch[132] Elapsed time 5.043 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.463558 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.25] INFO:root:Epoch[133] Elapsed time 4.977 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.249012 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=7.03] INFO:root:Epoch[134] Elapsed time 4.980 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.032570 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.78] INFO:root:Epoch[135] Elapsed time 5.191 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.778014 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.42] INFO:root:Epoch[136] Elapsed time 5.028 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.421183 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.96] INFO:root:Epoch[137] Elapsed time 5.173 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.961707 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:06<00:00, 16.59it/s, avg_epoch_loss=6.73] INFO:root:Epoch[138] Elapsed time 6.031 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.727004 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.93] INFO:root:Epoch[139] Elapsed time 4.952 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.934329 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.37] INFO:root:Epoch[140] Elapsed time 4.977 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.366432 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.03] INFO:root:Epoch[141] Elapsed time 4.946 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.025799 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.35] INFO:root:Epoch[142] Elapsed time 5.000 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.349429 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.41] INFO:root:Epoch[143] Elapsed time 5.131 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.408291 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.9] INFO:root:Epoch[144] Elapsed time 4.999 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.897054 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.55] INFO:root:Epoch[145] Elapsed time 5.103 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.550256 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.88] INFO:root:Epoch[146] Elapsed time 5.221 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.877070 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.31] INFO:root:Epoch[147] Elapsed time 5.033 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.313014 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.34] INFO:root:Epoch[148] Elapsed time 5.041 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.340918 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=7.1] INFO:root:Epoch[149] Elapsed time 4.938 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.098881 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.53] INFO:root:Epoch[150] Elapsed time 5.260 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.528535 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.54] INFO:root:Epoch[151] Elapsed time 5.031 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.541093 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=7.02] INFO:root:Epoch[152] Elapsed time 5.029 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=7.015450 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.47] INFO:root:Epoch[153] Elapsed time 5.304 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.474456 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6] INFO:root:Epoch[154] Elapsed time 5.021 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.004592 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.28] INFO:root:Epoch[155] Elapsed time 5.017 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.276105 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.89] INFO:root:Epoch[156] Elapsed time 4.978 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.885952 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.52] INFO:root:Epoch[157] Elapsed time 4.951 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.516033 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.27] INFO:root:Epoch[158] Elapsed time 5.154 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.271964 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.83] INFO:root:Epoch[159] Elapsed time 5.076 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.825351 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.66] INFO:root:Epoch[160] Elapsed time 5.116 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.658004 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.96] INFO:root:Epoch[161] Elapsed time 5.226 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.964436 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.88] INFO:root:Epoch[162] Elapsed time 4.926 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.881239 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.61] INFO:root:Epoch[163] Elapsed time 4.965 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.605827 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.98] INFO:root:Epoch[164] Elapsed time 4.949 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.976073 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.25] INFO:root:Epoch[165] Elapsed time 5.188 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.249422 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.81] INFO:root:Epoch[166] Elapsed time 5.044 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.805541 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.88] INFO:root:Epoch[167] Elapsed time 5.221 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.876689 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.34] INFO:root:Epoch[168] Elapsed time 5.287 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.344019 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6] INFO:root:Epoch[169] Elapsed time 4.987 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.999913 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.25] INFO:root:Epoch[170] Elapsed time 4.928 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.253485 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.84] INFO:root:Epoch[171] Elapsed time 4.987 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.842418 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.5] INFO:root:Epoch[172] Elapsed time 4.957 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.499060 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.24it/s, avg_epoch_loss=7.22] INFO:root:Epoch[173] Elapsed time 5.804 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.220896 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.79] INFO:root:Epoch[174] Elapsed time 5.001 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.794418 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.51] INFO:root:Epoch[175] Elapsed time 5.069 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.508603 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.98] INFO:root:Epoch[176] Elapsed time 5.241 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.975030 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.96] INFO:root:Epoch[177] Elapsed time 4.966 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.960358 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.41] INFO:root:Epoch[178] Elapsed time 4.968 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.406502 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=7.02] INFO:root:Epoch[179] Elapsed time 4.997 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.018797 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.38] INFO:root:Epoch[180] Elapsed time 5.194 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.375607 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.48] INFO:root:Epoch[181] Elapsed time 4.987 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.480093 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.94] INFO:root:Epoch[182] Elapsed time 5.021 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.939738 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.45] INFO:root:Epoch[183] Elapsed time 5.225 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.447652 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.95] INFO:root:Epoch[184] Elapsed time 4.949 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.951157 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.25] INFO:root:Epoch[185] Elapsed time 4.950 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.251905 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.92] INFO:root:Epoch[186] Elapsed time 4.980 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.918080 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.25] INFO:root:Epoch[187] Elapsed time 4.991 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.253619 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.29] INFO:root:Epoch[188] Elapsed time 5.149 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.292827 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.74] INFO:root:Epoch[189] Elapsed time 5.090 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.741846 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.49] INFO:root:Epoch[190] Elapsed time 5.158 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.491488 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.83] INFO:root:Epoch[191] Elapsed time 5.233 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.834238 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.18] INFO:root:Epoch[192] Elapsed time 5.043 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.180916 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.21] INFO:root:Epoch[193] Elapsed time 4.955 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.211456 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=7.06] INFO:root:Epoch[194] Elapsed time 4.946 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.057860 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.37] INFO:root:Epoch[195] Elapsed time 5.236 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.374032 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.52] INFO:root:Epoch[196] Elapsed time 5.180 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.516886 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.85] INFO:root:Epoch[197] Elapsed time 5.034 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.846645 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.36] INFO:root:Epoch[198] Elapsed time 5.229 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.364830 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.96] INFO:root:Epoch[199] Elapsed time 5.003 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.959317 INFO:root:Loading parameters from best epoch (136) INFO:root:Final loss: 5.421182928085327 (occurred at epoch 136) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:32<00:00, 35.48it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.100655 0.138848 21.248001 0.124539 0.087922 seed epochs num_batches 0 46 200 100 Seed: 47
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=7.55] INFO:root:Epoch[0] Elapsed time 5.243 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.547458 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.71] INFO:root:Epoch[1] Elapsed time 5.107 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.705639 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.08] INFO:root:Epoch[2] Elapsed time 5.282 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.081717 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.89] INFO:root:Epoch[3] Elapsed time 5.078 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.889733 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.41] INFO:root:Epoch[4] Elapsed time 5.317 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.410613 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.43] INFO:root:Epoch[5] Elapsed time 4.927 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.431814 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.8] INFO:root:Epoch[6] Elapsed time 4.913 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.802125 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.52] INFO:root:Epoch[7] Elapsed time 4.926 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.515542 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.28] INFO:root:Epoch[8] Elapsed time 4.968 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.282675 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=7.76] INFO:root:Epoch[9] Elapsed time 5.141 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.755305 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.76] INFO:root:Epoch[10] Elapsed time 5.082 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.756858 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.57] INFO:root:Epoch[11] Elapsed time 5.069 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.565049 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.15] INFO:root:Epoch[12] Elapsed time 5.116 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.147871 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.84] INFO:root:Epoch[13] Elapsed time 5.122 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.840351 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.63] INFO:root:Epoch[14] Elapsed time 4.978 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.631915 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=7.2] INFO:root:Epoch[15] Elapsed time 4.956 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.202344 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.81] INFO:root:Epoch[16] Elapsed time 5.211 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.809829 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.21] INFO:root:Epoch[17] Elapsed time 5.034 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.214135 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.04] INFO:root:Epoch[18] Elapsed time 5.045 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.043304 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.75] INFO:root:Epoch[19] Elapsed time 5.211 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.749135 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.31] INFO:root:Epoch[20] Elapsed time 4.993 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.309738 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=6.47] INFO:root:Epoch[21] Elapsed time 5.005 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.466931 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.18] INFO:root:Epoch[22] Elapsed time 4.940 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.175526 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.67] INFO:root:Epoch[23] Elapsed time 4.965 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.671330 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.28] INFO:root:Epoch[24] Elapsed time 5.214 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.283627 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.34it/s, avg_epoch_loss=6.1] INFO:root:Epoch[25] Elapsed time 5.456 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.100437 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.40it/s, avg_epoch_loss=6.75] INFO:root:Epoch[26] Elapsed time 5.436 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.747917 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=7.03] INFO:root:Epoch[27] Elapsed time 5.294 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.025086 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.17] INFO:root:Epoch[28] Elapsed time 4.916 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.174693 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=6.78] INFO:root:Epoch[29] Elapsed time 4.909 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.782551 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.95] INFO:root:Epoch[30] Elapsed time 4.978 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.954878 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.41] INFO:root:Epoch[31] Elapsed time 5.147 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.408251 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.49] INFO:root:Epoch[32] Elapsed time 5.003 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.493147 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=7] INFO:root:Epoch[33] Elapsed time 5.162 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.004882 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.09] INFO:root:Epoch[34] Elapsed time 5.041 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.093205 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.4] INFO:root:Epoch[35] Elapsed time 4.954 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.399367 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.21] INFO:root:Epoch[36] Elapsed time 4.925 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.211359 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.88] INFO:root:Epoch[37] Elapsed time 5.007 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.875107 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=7.16] INFO:root:Epoch[38] Elapsed time 4.988 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.163297 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.81] INFO:root:Epoch[39] Elapsed time 5.067 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.806337 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.16] INFO:root:Epoch[40] Elapsed time 5.017 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.164391 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.76] INFO:root:Epoch[41] Elapsed time 5.067 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.757101 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.8] INFO:root:Epoch[42] Elapsed time 5.249 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.800121 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.11] INFO:root:Epoch[43] Elapsed time 4.954 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.111110 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.97] INFO:root:Epoch[44] Elapsed time 4.951 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.972240 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.81] INFO:root:Epoch[45] Elapsed time 5.042 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.805540 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.28] INFO:root:Epoch[46] Elapsed time 5.155 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.276249 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.47] INFO:root:Epoch[47] Elapsed time 5.095 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.470468 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.97] INFO:root:Epoch[48] Elapsed time 5.266 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.971506 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.67] INFO:root:Epoch[49] Elapsed time 4.997 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.669657 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.4] INFO:root:Epoch[50] Elapsed time 5.079 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.395027 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.01] INFO:root:Epoch[51] Elapsed time 4.968 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.012387 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.72] INFO:root:Epoch[52] Elapsed time 5.123 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.722481 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.49] INFO:root:Epoch[53] Elapsed time 5.094 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.487438 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.44] INFO:root:Epoch[54] Elapsed time 5.084 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.436873 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.12] INFO:root:Epoch[55] Elapsed time 5.173 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.123803 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.79] INFO:root:Epoch[56] Elapsed time 5.085 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.785372 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.72] INFO:root:Epoch[57] Elapsed time 5.193 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.720294 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.94] INFO:root:Epoch[58] Elapsed time 5.051 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.941548 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=7.01] INFO:root:Epoch[59] Elapsed time 4.968 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.011640 INFO:root:Loading parameters from best epoch (49) INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.98] INFO:root:Epoch[60] Elapsed time 5.140 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.979825 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 17.43it/s, avg_epoch_loss=5.7] INFO:root:Epoch[61] Elapsed time 5.742 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.701105 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.42] INFO:root:Epoch[62] Elapsed time 5.091 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.419790 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.93] INFO:root:Epoch[63] Elapsed time 5.259 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.926384 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.63] INFO:root:Epoch[64] Elapsed time 4.957 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.633699 INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.42] INFO:root:Epoch[65] Elapsed time 4.943 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.417254 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.94] INFO:root:Epoch[66] Elapsed time 4.903 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.939861 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.71] INFO:root:Epoch[67] Elapsed time 4.964 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.709570 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=7.55] INFO:root:Epoch[68] Elapsed time 5.080 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.549367 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.52] INFO:root:Epoch[69] Elapsed time 5.009 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.517034 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.1] INFO:root:Epoch[70] Elapsed time 5.002 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.101589 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.79] INFO:root:Epoch[71] Elapsed time 5.153 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.790638 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.68] INFO:root:Epoch[72] Elapsed time 5.148 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.684830 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.97] INFO:root:Epoch[73] Elapsed time 4.908 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.970940 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=7.04] INFO:root:Epoch[74] Elapsed time 4.898 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.044516 INFO:root:Loading parameters from best epoch (64) INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.83] INFO:root:Epoch[75] Elapsed time 5.169 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.828452 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.58] INFO:root:Epoch[76] Elapsed time 4.999 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.576659 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.46] INFO:root:Epoch[77] Elapsed time 5.091 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.459520 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.95] INFO:root:Epoch[78] Elapsed time 5.317 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.945154 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.6] INFO:root:Epoch[79] Elapsed time 5.019 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.603359 INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.37] INFO:root:Epoch[80] Elapsed time 4.989 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.368203 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.96] INFO:root:Epoch[81] Elapsed time 4.943 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.963804 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.74] INFO:root:Epoch[82] Elapsed time 5.116 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.744095 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=7.75] INFO:root:Epoch[83] Elapsed time 5.143 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.753632 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.32] INFO:root:Epoch[84] Elapsed time 5.194 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.315131 INFO:root:Epoch[85] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.11] INFO:root:Epoch[85] Elapsed time 5.053 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.109939 INFO:root:Epoch[86] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.86] INFO:root:Epoch[86] Elapsed time 5.075 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.861803 INFO:root:Loading parameters from best epoch (76) INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.84] INFO:root:Epoch[87] Elapsed time 5.159 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.844294 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.11] INFO:root:Epoch[88] Elapsed time 4.994 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.106298 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=7.09] INFO:root:Epoch[89] Elapsed time 4.994 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.088010 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.75] INFO:root:Epoch[90] Elapsed time 5.212 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.748797 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.56] INFO:root:Epoch[91] Elapsed time 5.019 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.559399 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.63] INFO:root:Epoch[92] Elapsed time 5.016 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.631427 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.79] INFO:root:Epoch[93] Elapsed time 5.224 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.791760 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.72] INFO:root:Epoch[94] Elapsed time 4.901 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.720937 INFO:root:Epoch[95] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.36] INFO:root:Epoch[95] Elapsed time 4.910 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.363086 INFO:root:Epoch[96] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.05it/s, avg_epoch_loss=5.9] INFO:root:Epoch[96] Elapsed time 5.543 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.900350 INFO:root:Epoch[97] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.9] INFO:root:Epoch[97] Elapsed time 4.973 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.896539 INFO:root:Epoch[98] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.87] INFO:root:Epoch[98] Elapsed time 5.103 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.871079 INFO:root:Epoch[99] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.13] INFO:root:Epoch[99] Elapsed time 4.973 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.127456 INFO:root:Epoch[100] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.25] INFO:root:Epoch[100] Elapsed time 5.031 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.246950 INFO:root:Epoch[101] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.89] INFO:root:Epoch[101] Elapsed time 5.108 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.889521 INFO:root:Loading parameters from best epoch (91) INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.63] INFO:root:Epoch[102] Elapsed time 5.045 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.632991 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.17] INFO:root:Epoch[103] Elapsed time 4.959 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.171658 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=7.07] INFO:root:Epoch[104] Elapsed time 4.928 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.072174 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.63] INFO:root:Epoch[105] Elapsed time 5.156 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.633905 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.49] INFO:root:Epoch[106] Elapsed time 4.942 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.486266 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.76] INFO:root:Epoch[107] Elapsed time 5.042 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.755256 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.71] INFO:root:Epoch[108] Elapsed time 5.335 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.705660 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.73] INFO:root:Epoch[109] Elapsed time 5.039 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.733463 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.34] INFO:root:Epoch[110] Elapsed time 4.987 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.341914 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.97] INFO:root:Epoch[111] Elapsed time 4.962 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.965685 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.91] INFO:root:Epoch[112] Elapsed time 5.031 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.908049 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=7.88] INFO:root:Epoch[113] Elapsed time 5.277 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.881490 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.07] INFO:root:Epoch[114] Elapsed time 5.230 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.067500 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.3] INFO:root:Epoch[115] Elapsed time 5.057 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.298090 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.86] INFO:root:Epoch[116] Elapsed time 5.134 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.861710 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.53] INFO:root:Epoch[117] Elapsed time 5.140 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.531017 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.2] INFO:root:Epoch[118] Elapsed time 4.995 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.196527 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=7] INFO:root:Epoch[119] Elapsed time 4.955 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.002025 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.74] INFO:root:Epoch[120] Elapsed time 5.201 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.736420 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.49] INFO:root:Epoch[121] Elapsed time 4.997 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.491710 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.73] INFO:root:Epoch[122] Elapsed time 5.026 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.730432 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.72] INFO:root:Epoch[123] Elapsed time 5.273 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.719833 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.7] INFO:root:Epoch[124] Elapsed time 4.998 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.699822 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=6.32] INFO:root:Epoch[125] Elapsed time 5.002 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.321683 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.93] INFO:root:Epoch[126] Elapsed time 4.953 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.926047 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6] INFO:root:Epoch[127] Elapsed time 4.985 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.003264 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.8] INFO:root:Epoch[128] Elapsed time 5.151 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.795260 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.06] INFO:root:Epoch[129] Elapsed time 5.018 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.063469 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.25] INFO:root:Epoch[130] Elapsed time 5.049 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.252382 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.9] INFO:root:Epoch[131] Elapsed time 5.208 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.904733 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.15it/s, avg_epoch_loss=6.52] INFO:root:Epoch[132] Elapsed time 5.834 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.515667 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.14] INFO:root:Epoch[133] Elapsed time 5.002 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.138940 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=7] INFO:root:Epoch[134] Elapsed time 4.975 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.998029 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.62] INFO:root:Epoch[135] Elapsed time 5.209 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.615585 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.44] INFO:root:Epoch[136] Elapsed time 4.972 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.438331 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.79] INFO:root:Epoch[137] Elapsed time 5.007 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.793590 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.66] INFO:root:Epoch[138] Elapsed time 5.317 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.661139 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.79] INFO:root:Epoch[139] Elapsed time 4.911 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.789017 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.31] INFO:root:Epoch[140] Elapsed time 5.016 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.305253 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.91] INFO:root:Epoch[141] Elapsed time 4.903 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.905286 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.98] INFO:root:Epoch[142] Elapsed time 5.100 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.980667 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=7.75] INFO:root:Epoch[143] Elapsed time 5.233 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.754066 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.01] INFO:root:Epoch[144] Elapsed time 5.165 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.008941 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.28] INFO:root:Epoch[145] Elapsed time 5.118 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.280007 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.9] INFO:root:Epoch[146] Elapsed time 5.136 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.900609 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.38] INFO:root:Epoch[147] Elapsed time 5.054 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.382450 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.13] INFO:root:Epoch[148] Elapsed time 4.944 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.127314 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=7.01] INFO:root:Epoch[149] Elapsed time 4.935 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.012415 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.55] INFO:root:Epoch[150] Elapsed time 5.154 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.548149 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.41] INFO:root:Epoch[151] Elapsed time 4.927 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.410112 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.75] INFO:root:Epoch[152] Elapsed time 5.004 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.750901 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.58] INFO:root:Epoch[153] Elapsed time 5.248 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.584090 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.74] INFO:root:Epoch[154] Elapsed time 4.952 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.743983 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.29] INFO:root:Epoch[155] Elapsed time 4.943 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.292434 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.91] INFO:root:Epoch[156] Elapsed time 4.959 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.907059 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.99] INFO:root:Epoch[157] Elapsed time 4.975 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.993788 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.69] INFO:root:Epoch[158] Elapsed time 5.239 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.693546 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.98] INFO:root:Epoch[159] Elapsed time 4.980 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.982424 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.32] INFO:root:Epoch[160] Elapsed time 5.147 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.321072 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.81] INFO:root:Epoch[161] Elapsed time 5.217 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.811068 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.3] INFO:root:Epoch[162] Elapsed time 5.106 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.303247 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.16] INFO:root:Epoch[163] Elapsed time 4.962 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.160214 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=7.11] INFO:root:Epoch[164] Elapsed time 4.943 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.108131 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.4] INFO:root:Epoch[165] Elapsed time 5.182 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.404164 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.44] INFO:root:Epoch[166] Elapsed time 5.011 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.437557 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.69it/s, avg_epoch_loss=6.77] INFO:root:Epoch[167] Elapsed time 5.656 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.768270 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.49] INFO:root:Epoch[168] Elapsed time 5.264 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.487728 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.79] INFO:root:Epoch[169] Elapsed time 4.956 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.791145 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.22] INFO:root:Epoch[170] Elapsed time 4.977 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.217451 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.86] INFO:root:Epoch[171] Elapsed time 5.000 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.863834 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.27] INFO:root:Epoch[172] Elapsed time 4.981 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.271811 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.6] INFO:root:Epoch[173] Elapsed time 5.251 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.603314 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.83] INFO:root:Epoch[174] Elapsed time 5.008 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.829627 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.41] INFO:root:Epoch[175] Elapsed time 5.027 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.409230 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.78] INFO:root:Epoch[176] Elapsed time 5.185 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.777643 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.21] INFO:root:Epoch[177] Elapsed time 5.030 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.207441 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.27] INFO:root:Epoch[178] Elapsed time 4.923 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.271184 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=7.08] INFO:root:Epoch[179] Elapsed time 4.995 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.077563 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.28] INFO:root:Epoch[180] Elapsed time 5.212 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.275881 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.54] INFO:root:Epoch[181] Elapsed time 5.016 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.539045 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.79] INFO:root:Epoch[182] Elapsed time 5.024 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.788441 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.22] INFO:root:Epoch[183] Elapsed time 5.264 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.218533 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.95] INFO:root:Epoch[184] Elapsed time 4.945 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.951620 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.17] INFO:root:Epoch[185] Elapsed time 4.931 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.167672 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.82] INFO:root:Epoch[186] Elapsed time 4.968 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.816168 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.29] INFO:root:Epoch[187] Elapsed time 4.950 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.289528 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=7.57] INFO:root:Epoch[188] Elapsed time 5.159 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.573436 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.78] INFO:root:Epoch[189] Elapsed time 5.026 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.784096 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.42] INFO:root:Epoch[190] Elapsed time 5.042 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.416398 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.82] INFO:root:Epoch[191] Elapsed time 5.184 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.818607 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.22] INFO:root:Epoch[192] Elapsed time 5.057 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.217501 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.13] INFO:root:Epoch[193] Elapsed time 4.960 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.134522 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=7.09] INFO:root:Epoch[194] Elapsed time 4.950 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.094931 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.34] INFO:root:Epoch[195] Elapsed time 5.194 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.337581 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.41] INFO:root:Epoch[196] Elapsed time 5.006 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.412658 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.76] INFO:root:Epoch[197] Elapsed time 5.010 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.763478 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.41] INFO:root:Epoch[198] Elapsed time 5.272 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.411209 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.86] INFO:root:Epoch[199] Elapsed time 4.959 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.864264 INFO:root:Loading parameters from best epoch (151) INFO:root:Final loss: 5.410111775398255 (occurred at epoch 151) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:26<00:00, 35.64it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.113555 0.137538 16.735529 0.12597 0.087688 seed epochs num_batches 0 47 200 100 Seed: 48
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=7.82] INFO:root:Epoch[0] Elapsed time 5.253 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.815189 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.65] INFO:root:Epoch[1] Elapsed time 5.138 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.651792 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=7.06] INFO:root:Epoch[2] Elapsed time 5.247 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.064872 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.98] INFO:root:Epoch[3] Elapsed time 5.087 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.978505 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=7.45] INFO:root:Epoch[4] Elapsed time 5.327 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.446458 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.52] INFO:root:Epoch[5] Elapsed time 5.010 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.518565 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.89] INFO:root:Epoch[6] Elapsed time 5.072 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.892109 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.59] INFO:root:Epoch[7] Elapsed time 5.007 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.586454 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.5] INFO:root:Epoch[8] Elapsed time 5.022 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.501859 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.79] INFO:root:Epoch[9] Elapsed time 5.108 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.791476 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.57] INFO:root:Epoch[10] Elapsed time 4.989 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.573522 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.74] INFO:root:Epoch[11] Elapsed time 5.012 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.741315 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=7.2] INFO:root:Epoch[12] Elapsed time 5.140 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.199916 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.77] INFO:root:Epoch[13] Elapsed time 5.037 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.773972 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.63] INFO:root:Epoch[14] Elapsed time 4.947 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.631132 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=7.29] INFO:root:Epoch[15] Elapsed time 4.936 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.286472 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.91] INFO:root:Epoch[16] Elapsed time 5.150 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.909170 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.37] INFO:root:Epoch[17] Elapsed time 5.043 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.368121 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.03] INFO:root:Epoch[18] Elapsed time 5.111 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.028912 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.76] INFO:root:Epoch[19] Elapsed time 5.300 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.764544 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.3] INFO:root:Epoch[20] Elapsed time 5.154 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.299876 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=6.51] INFO:root:Epoch[21] Elapsed time 5.409 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.511734 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.17] INFO:root:Epoch[22] Elapsed time 4.931 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.170287 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.47] INFO:root:Epoch[23] Elapsed time 5.040 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.473542 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=7.3] INFO:root:Epoch[24] Elapsed time 5.192 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.298401 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.18] INFO:root:Epoch[25] Elapsed time 5.020 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.178645 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.58] INFO:root:Epoch[26] Elapsed time 5.077 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.577811 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=7.1] INFO:root:Epoch[27] Elapsed time 5.259 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.095945 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.17] INFO:root:Epoch[28] Elapsed time 5.037 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.165545 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=6.65] INFO:root:Epoch[29] Elapsed time 4.906 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.649204 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=7.09] INFO:root:Epoch[30] Elapsed time 4.940 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.094419 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.42] INFO:root:Epoch[31] Elapsed time 5.150 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.416513 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.56] INFO:root:Epoch[32] Elapsed time 5.072 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.556196 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.86] INFO:root:Epoch[33] Elapsed time 5.108 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.859085 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.45] INFO:root:Epoch[34] Elapsed time 5.220 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.454537 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.21] INFO:root:Epoch[35] Elapsed time 4.987 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.211677 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.35] INFO:root:Epoch[36] Elapsed time 4.916 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.354480 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.83] INFO:root:Epoch[37] Elapsed time 5.072 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.829566 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.65] INFO:root:Epoch[38] Elapsed time 4.995 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.649677 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.12] INFO:root:Epoch[39] Elapsed time 5.237 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.116053 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.13] INFO:root:Epoch[40] Elapsed time 5.011 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.134938 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.73] INFO:root:Epoch[41] Elapsed time 5.080 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.727032 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.94] INFO:root:Epoch[42] Elapsed time 5.282 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.936384 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=6.08] INFO:root:Epoch[43] Elapsed time 4.917 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.078325 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.66] INFO:root:Epoch[44] Elapsed time 4.937 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.659220 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.92] INFO:root:Epoch[45] Elapsed time 4.975 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.923065 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.26] INFO:root:Epoch[46] Elapsed time 5.240 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.258113 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.46] INFO:root:Epoch[47] Elapsed time 5.054 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.463732 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.98] INFO:root:Epoch[48] Elapsed time 5.196 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.978829 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6] INFO:root:Epoch[49] Elapsed time 5.085 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.998427 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.13] INFO:root:Epoch[50] Elapsed time 5.000 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.129554 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.2] INFO:root:Epoch[51] Elapsed time 4.934 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.201234 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.67] INFO:root:Epoch[52] Elapsed time 5.065 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.669245 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.91] INFO:root:Epoch[53] Elapsed time 5.010 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.905297 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.97] INFO:root:Epoch[54] Elapsed time 5.129 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.967285 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.91] INFO:root:Epoch[55] Elapsed time 4.983 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.911497 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.50it/s, avg_epoch_loss=6.75] INFO:root:Epoch[56] Elapsed time 5.717 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.745024 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.81] INFO:root:Epoch[57] Elapsed time 5.169 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.808899 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.8] INFO:root:Epoch[58] Elapsed time 4.904 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.803279 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.92] INFO:root:Epoch[59] Elapsed time 4.927 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.924375 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.75] INFO:root:Epoch[60] Elapsed time 4.970 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.748450 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.99] INFO:root:Epoch[61] Elapsed time 5.123 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.988915 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.35] INFO:root:Epoch[62] Elapsed time 4.992 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.350461 INFO:root:Loading parameters from best epoch (52) INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.14] INFO:root:Epoch[63] Elapsed time 5.292 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.136159 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.78] INFO:root:Epoch[64] Elapsed time 4.929 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.780280 INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=6.21] INFO:root:Epoch[65] Elapsed time 5.004 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.209120 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=6.01] INFO:root:Epoch[66] Elapsed time 4.874 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.013211 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.59] INFO:root:Epoch[67] Elapsed time 5.018 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.593413 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=7.24] INFO:root:Epoch[68] Elapsed time 5.010 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.242803 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.74] INFO:root:Epoch[69] Elapsed time 5.105 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.736399 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.05] INFO:root:Epoch[70] Elapsed time 5.034 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.054865 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.77] INFO:root:Epoch[71] Elapsed time 5.097 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.769018 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.78] INFO:root:Epoch[72] Elapsed time 5.263 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.777952 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.83] INFO:root:Epoch[73] Elapsed time 4.922 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.833876 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.93] INFO:root:Epoch[74] Elapsed time 4.993 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.931828 INFO:root:Epoch[75] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.8] INFO:root:Epoch[75] Elapsed time 5.007 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.799976 INFO:root:Epoch[76] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.94] INFO:root:Epoch[76] Elapsed time 5.144 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.944409 INFO:root:Epoch[77] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.07] INFO:root:Epoch[77] Elapsed time 5.017 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.067456 INFO:root:Loading parameters from best epoch (67) INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.12] INFO:root:Epoch[78] Elapsed time 5.231 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.118182 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.8] INFO:root:Epoch[79] Elapsed time 5.063 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.796793 INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.17] INFO:root:Epoch[80] Elapsed time 5.015 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.172430 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.02] INFO:root:Epoch[81] Elapsed time 5.012 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.015964 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.57] INFO:root:Epoch[82] Elapsed time 5.106 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.572265 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=7.42] INFO:root:Epoch[83] Elapsed time 5.039 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.418911 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.67] INFO:root:Epoch[84] Elapsed time 5.212 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.673498 INFO:root:Epoch[85] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.07] INFO:root:Epoch[85] Elapsed time 5.014 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.069372 INFO:root:Epoch[86] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.78] INFO:root:Epoch[86] Elapsed time 5.058 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.782966 INFO:root:Epoch[87] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.73] INFO:root:Epoch[87] Elapsed time 5.154 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.728577 INFO:root:Epoch[88] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.89] INFO:root:Epoch[88] Elapsed time 4.909 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.890590 INFO:root:Epoch[89] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=7.09] INFO:root:Epoch[89] Elapsed time 4.917 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.088838 INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.81] INFO:root:Epoch[90] Elapsed time 5.073 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.808885 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.74] INFO:root:Epoch[91] Elapsed time 5.279 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.742527 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.4] INFO:root:Epoch[92] Elapsed time 5.373 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.402104 INFO:root:Loading parameters from best epoch (82) INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.04] INFO:root:Epoch[93] Elapsed time 5.217 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.043879 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.51] INFO:root:Epoch[94] Elapsed time 4.889 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.510951 INFO:root:Epoch[95] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.28] INFO:root:Epoch[95] Elapsed time 4.943 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.282606 INFO:root:Epoch[96] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.87] INFO:root:Epoch[96] Elapsed time 5.015 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.865350 INFO:root:Epoch[97] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.59] INFO:root:Epoch[97] Elapsed time 4.975 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.594599 INFO:root:Epoch[98] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.81] INFO:root:Epoch[98] Elapsed time 5.105 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.809144 INFO:root:Epoch[99] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.37] INFO:root:Epoch[99] Elapsed time 5.058 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.367491 INFO:root:Epoch[100] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.13] INFO:root:Epoch[100] Elapsed time 5.044 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.129170 INFO:root:Epoch[101] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.81] INFO:root:Epoch[101] Elapsed time 5.089 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.813797 INFO:root:Epoch[102] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.74] INFO:root:Epoch[102] Elapsed time 5.213 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.739075 INFO:root:Epoch[103] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.98] INFO:root:Epoch[103] Elapsed time 4.956 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.975989 INFO:root:Epoch[104] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=7.09] INFO:root:Epoch[104] Elapsed time 4.968 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.092259 INFO:root:Loading parameters from best epoch (94) INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.91] INFO:root:Epoch[105] Elapsed time 5.161 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.906519 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.66] INFO:root:Epoch[106] Elapsed time 4.996 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.661289 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.43] INFO:root:Epoch[107] Elapsed time 5.028 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.431573 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.92] INFO:root:Epoch[108] Elapsed time 5.318 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.922449 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.5] INFO:root:Epoch[109] Elapsed time 4.980 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.498494 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.3] INFO:root:Epoch[110] Elapsed time 4.911 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.297209 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.86] INFO:root:Epoch[111] Elapsed time 4.924 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.858629 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.6] INFO:root:Epoch[112] Elapsed time 4.939 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.603755 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.91] INFO:root:Epoch[113] Elapsed time 5.083 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.908768 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.37] INFO:root:Epoch[114] Elapsed time 4.995 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.368302 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.12] INFO:root:Epoch[115] Elapsed time 5.013 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.121065 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.85] INFO:root:Epoch[116] Elapsed time 5.030 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.852703 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.68] INFO:root:Epoch[117] Elapsed time 5.122 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.681126 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.07] INFO:root:Epoch[118] Elapsed time 4.928 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.071730 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=7.07] INFO:root:Epoch[119] Elapsed time 4.871 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.069662 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.74] INFO:root:Epoch[120] Elapsed time 5.146 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.740058 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.69] INFO:root:Epoch[121] Elapsed time 4.941 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.686312 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.48] INFO:root:Epoch[122] Elapsed time 5.003 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.482276 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.87] INFO:root:Epoch[123] Elapsed time 5.227 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.871368 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.54] INFO:root:Epoch[124] Elapsed time 4.929 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.543066 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.24] INFO:root:Epoch[125] Elapsed time 4.888 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.243584 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.83] INFO:root:Epoch[126] Elapsed time 4.892 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.829446 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.91it/s, avg_epoch_loss=5.82] INFO:root:Epoch[127] Elapsed time 5.586 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.817365 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.91] INFO:root:Epoch[128] Elapsed time 5.135 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.914336 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.09] INFO:root:Epoch[129] Elapsed time 5.001 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.089296 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.16] INFO:root:Epoch[130] Elapsed time 5.173 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.164281 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.82] INFO:root:Epoch[131] Elapsed time 5.050 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.817858 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.58] INFO:root:Epoch[132] Elapsed time 5.155 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.577508 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.09] INFO:root:Epoch[133] Elapsed time 4.932 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.089580 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=7] INFO:root:Epoch[134] Elapsed time 4.944 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.998580 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.73] INFO:root:Epoch[135] Elapsed time 5.137 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.731011 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.53] INFO:root:Epoch[136] Elapsed time 4.940 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.525648 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.66] INFO:root:Epoch[137] Elapsed time 4.963 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.660176 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.71] INFO:root:Epoch[138] Elapsed time 5.211 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.713139 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.57] INFO:root:Epoch[139] Elapsed time 4.889 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.571359 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.27] INFO:root:Epoch[140] Elapsed time 4.935 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.268378 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.81] INFO:root:Epoch[141] Elapsed time 4.916 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.807345 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.9] INFO:root:Epoch[142] Elapsed time 4.975 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.896917 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=7.79] INFO:root:Epoch[143] Elapsed time 5.084 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.786678 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.03] INFO:root:Epoch[144] Elapsed time 5.042 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.033588 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.22] INFO:root:Epoch[145] Elapsed time 5.003 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.224807 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.89] INFO:root:Epoch[146] Elapsed time 5.158 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.889095 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.52] INFO:root:Epoch[147] Elapsed time 5.051 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.518941 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.15] INFO:root:Epoch[148] Elapsed time 4.950 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.153538 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=7] INFO:root:Epoch[149] Elapsed time 4.914 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.000924 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.7] INFO:root:Epoch[150] Elapsed time 5.199 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.702302 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.46] INFO:root:Epoch[151] Elapsed time 5.014 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.462491 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.68] INFO:root:Epoch[152] Elapsed time 5.019 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.680753 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.59] INFO:root:Epoch[153] Elapsed time 5.261 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.594505 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.64] INFO:root:Epoch[154] Elapsed time 4.965 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.643322 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.21] INFO:root:Epoch[155] Elapsed time 4.997 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.214666 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.83] INFO:root:Epoch[156] Elapsed time 4.945 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.834463 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.94] INFO:root:Epoch[157] Elapsed time 5.098 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.938103 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.73] INFO:root:Epoch[158] Elapsed time 5.134 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.726304 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.94] INFO:root:Epoch[159] Elapsed time 5.014 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.944504 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.39] INFO:root:Epoch[160] Elapsed time 5.066 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.391309 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.82] INFO:root:Epoch[161] Elapsed time 5.246 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.821911 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.34] INFO:root:Epoch[162] Elapsed time 5.124 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.340288 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.85it/s, avg_epoch_loss=6.2] INFO:root:Epoch[163] Elapsed time 5.605 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.203871 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=7.08] INFO:root:Epoch[164] Elapsed time 4.983 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.083691 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.46] INFO:root:Epoch[165] Elapsed time 5.206 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.462412 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.49] INFO:root:Epoch[166] Elapsed time 4.987 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.489958 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.82] INFO:root:Epoch[167] Elapsed time 5.030 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.816679 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.43] INFO:root:Epoch[168] Elapsed time 5.253 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.425340 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.72] INFO:root:Epoch[169] Elapsed time 4.966 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.724459 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.17] INFO:root:Epoch[170] Elapsed time 4.944 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.170827 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.77] INFO:root:Epoch[171] Elapsed time 4.991 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.771326 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.06] INFO:root:Epoch[172] Elapsed time 5.073 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.058255 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.56] INFO:root:Epoch[173] Elapsed time 5.286 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.562059 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.9] INFO:root:Epoch[174] Elapsed time 5.073 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.897742 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.45] INFO:root:Epoch[175] Elapsed time 5.062 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.445307 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.8] INFO:root:Epoch[176] Elapsed time 5.137 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.798905 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.29] INFO:root:Epoch[177] Elapsed time 5.053 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.287256 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=6.19] INFO:root:Epoch[178] Elapsed time 4.906 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.192548 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.08] INFO:root:Epoch[179] Elapsed time 5.114 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.084410 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.41] INFO:root:Epoch[180] Elapsed time 5.216 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.411295 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.52] INFO:root:Epoch[181] Elapsed time 5.082 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.523492 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.76] INFO:root:Epoch[182] Elapsed time 5.014 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.763169 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.43] INFO:root:Epoch[183] Elapsed time 5.271 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.425901 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.76] INFO:root:Epoch[184] Elapsed time 4.929 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.756365 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.14] INFO:root:Epoch[185] Elapsed time 4.962 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.144377 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.74] INFO:root:Epoch[186] Elapsed time 4.966 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.740979 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.11] INFO:root:Epoch[187] Elapsed time 4.975 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.114940 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=7.58] INFO:root:Epoch[188] Elapsed time 5.154 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.580640 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.79] INFO:root:Epoch[189] Elapsed time 4.983 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.792862 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.43] INFO:root:Epoch[190] Elapsed time 5.024 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.426642 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.79] INFO:root:Epoch[191] Elapsed time 5.205 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.786171 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.27] INFO:root:Epoch[192] Elapsed time 5.062 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.269606 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.21] INFO:root:Epoch[193] Elapsed time 4.989 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.208214 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=7.1] INFO:root:Epoch[194] Elapsed time 5.031 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.100571 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.25] INFO:root:Epoch[195] Elapsed time 5.212 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.245120 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.53] INFO:root:Epoch[196] Elapsed time 5.046 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.525510 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.83] INFO:root:Epoch[197] Elapsed time 4.958 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.831757 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 16.81it/s, avg_epoch_loss=6.33] INFO:root:Epoch[198] Elapsed time 5.953 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.326335 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.8] INFO:root:Epoch[199] Elapsed time 4.968 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.797641 INFO:root:Loading parameters from best epoch (151) INFO:root:Final loss: 5.46249095916748 (occurred at epoch 151) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:26<00:00, 35.64it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 1.05413 0.137599 16.44042 0.123027 0.082852 48 epochs num_batches 0 200 100 Seed: 49
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163 100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.45] INFO:root:Epoch[0] Elapsed time 5.287 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.453928 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.55] INFO:root:Epoch[1] Elapsed time 5.114 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.545085 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.67it/s, avg_epoch_loss=6.91] INFO:root:Epoch[2] Elapsed time 5.360 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.909194 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.88] INFO:root:Epoch[3] Elapsed time 5.056 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.883382 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=7.44] INFO:root:Epoch[4] Elapsed time 5.356 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.440273 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.21] INFO:root:Epoch[5] Elapsed time 4.928 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.212860 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.86] INFO:root:Epoch[6] Elapsed time 4.937 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.857203 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.5] INFO:root:Epoch[7] Elapsed time 4.933 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.496050 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.36] INFO:root:Epoch[8] Elapsed time 5.086 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.364830 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.69] INFO:root:Epoch[9] Elapsed time 5.111 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.687279 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.47] INFO:root:Epoch[10] Elapsed time 4.946 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.470888 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.54] INFO:root:Epoch[11] Elapsed time 5.067 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.540147 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.14] INFO:root:Epoch[12] Elapsed time 5.150 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.139589 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.76] INFO:root:Epoch[13] Elapsed time 5.040 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.758596 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.59] INFO:root:Epoch[14] Elapsed time 4.952 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.590731 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=7.17] INFO:root:Epoch[15] Elapsed time 4.917 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.167591 INFO:root:Loading parameters from best epoch (5) INFO:root:Epoch[16] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 17.43it/s, avg_epoch_loss=7.25] INFO:root:Epoch[16] Elapsed time 5.742 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.248767 INFO:root:Epoch[17] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.86] INFO:root:Epoch[17] Elapsed time 4.965 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.864241 INFO:root:Epoch[18] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=7.26] INFO:root:Epoch[18] Elapsed time 4.988 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.257348 INFO:root:Epoch[19] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.96] INFO:root:Epoch[19] Elapsed time 5.239 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.963148 INFO:root:Epoch[20] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.23] INFO:root:Epoch[20] Elapsed time 4.949 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.231557 INFO:root:Epoch[21] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.57] INFO:root:Epoch[21] Elapsed time 4.964 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.568048 INFO:root:Epoch[22] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.2] INFO:root:Epoch[22] Elapsed time 4.984 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.199611 INFO:root:Epoch[23] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.77] INFO:root:Epoch[23] Elapsed time 4.981 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.765933 INFO:root:Epoch[24] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=7.55] INFO:root:Epoch[24] Elapsed time 5.169 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.554245 INFO:root:Epoch[25] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.17] INFO:root:Epoch[25] Elapsed time 4.985 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.174238 INFO:root:Epoch[26] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.79] INFO:root:Epoch[26] Elapsed time 5.057 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.789987 INFO:root:Epoch[27] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=7.18] INFO:root:Epoch[27] Elapsed time 5.194 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.181655 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.72] INFO:root:Epoch[28] Elapsed time 4.980 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.724261 INFO:root:Epoch[29] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.85] INFO:root:Epoch[29] Elapsed time 4.945 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.851478 INFO:root:Epoch[30] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=7.39] INFO:root:Epoch[30] Elapsed time 4.952 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.388493 INFO:root:Epoch[31] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.76] INFO:root:Epoch[31] Elapsed time 5.256 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.761679 INFO:root:Epoch[32] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.1] INFO:root:Epoch[32] Elapsed time 5.020 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.097354 INFO:root:Epoch[33] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=7.23] INFO:root:Epoch[33] Elapsed time 5.074 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.231060 INFO:root:Epoch[34] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.73] INFO:root:Epoch[34] Elapsed time 5.216 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.728054 INFO:root:Epoch[35] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.4] INFO:root:Epoch[35] Elapsed time 4.956 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.395817 INFO:root:Epoch[36] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.57] INFO:root:Epoch[36] Elapsed time 4.933 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.566510 INFO:root:Epoch[37] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.07] INFO:root:Epoch[37] Elapsed time 5.020 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.068193 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[38] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=7.34] INFO:root:Epoch[38] Elapsed time 5.076 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.337202 INFO:root:Epoch[39] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.58] INFO:root:Epoch[39] Elapsed time 5.218 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.584389 INFO:root:Epoch[40] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.42] INFO:root:Epoch[40] Elapsed time 5.090 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.419687 INFO:root:Epoch[41] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.15] INFO:root:Epoch[41] Elapsed time 5.131 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.153153 INFO:root:Epoch[42] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=7.11] INFO:root:Epoch[42] Elapsed time 5.304 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.114785 INFO:root:Epoch[43] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.49] INFO:root:Epoch[43] Elapsed time 4.944 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.489121 INFO:root:Epoch[44] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=7.37] INFO:root:Epoch[44] Elapsed time 5.020 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.371295 INFO:root:Epoch[45] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=7.14] INFO:root:Epoch[45] Elapsed time 5.118 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.140916 INFO:root:Epoch[46] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.45] INFO:root:Epoch[46] Elapsed time 5.205 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.450009 INFO:root:Epoch[47] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.65] INFO:root:Epoch[47] Elapsed time 5.100 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.654616 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[48] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.71] INFO:root:Epoch[48] Elapsed time 5.286 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.713091 INFO:root:Epoch[49] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.2] INFO:root:Epoch[49] Elapsed time 4.924 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.196987 INFO:root:Epoch[50] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.66] INFO:root:Epoch[50] Elapsed time 4.942 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.656546 INFO:root:Epoch[51] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.46] INFO:root:Epoch[51] Elapsed time 5.154 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.460261 INFO:root:Epoch[52] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=6.17] INFO:root:Epoch[52] Elapsed time 5.367 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.172991 INFO:root:Epoch[53] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=7.98] INFO:root:Epoch[53] Elapsed time 5.070 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.976993 INFO:root:Epoch[54] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.91] INFO:root:Epoch[54] Elapsed time 5.051 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.909688 INFO:root:Epoch[55] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.55] INFO:root:Epoch[55] Elapsed time 5.012 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.547014 INFO:root:Epoch[56] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=7.24] INFO:root:Epoch[56] Elapsed time 5.046 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.241598 INFO:root:Epoch[57] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.11] INFO:root:Epoch[57] Elapsed time 5.134 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.106878 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[58] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.41] INFO:root:Epoch[58] Elapsed time 4.937 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.412110 INFO:root:Epoch[59] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=7.68] INFO:root:Epoch[59] Elapsed time 4.969 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.680813 INFO:root:Epoch[60] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.31] INFO:root:Epoch[60] Elapsed time 5.098 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.313725 INFO:root:Epoch[61] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.23] INFO:root:Epoch[61] Elapsed time 5.002 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.226401 INFO:root:Epoch[62] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.84] INFO:root:Epoch[62] Elapsed time 5.033 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.835367 INFO:root:Epoch[63] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=7.4] INFO:root:Epoch[63] Elapsed time 5.272 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.399447 INFO:root:Epoch[64] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.12] INFO:root:Epoch[64] Elapsed time 4.905 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.124298 INFO:root:Epoch[65] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.78] INFO:root:Epoch[65] Elapsed time 4.946 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.775921 INFO:root:Epoch[66] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.45] INFO:root:Epoch[66] Elapsed time 4.947 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.450980 INFO:root:Epoch[67] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.18] INFO:root:Epoch[67] Elapsed time 4.990 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.180766 INFO:root:Epoch[68] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=8.14] INFO:root:Epoch[68] Elapsed time 5.127 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=8.144100 INFO:root:Epoch[69] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.71] INFO:root:Epoch[69] Elapsed time 5.027 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.714543 INFO:root:Epoch[70] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.55] INFO:root:Epoch[70] Elapsed time 5.021 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.547401 INFO:root:Epoch[71] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=7.17] INFO:root:Epoch[71] Elapsed time 5.073 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.172849 INFO:root:Epoch[72] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=7.02] INFO:root:Epoch[72] Elapsed time 5.153 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.022856 INFO:root:Epoch[73] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.51] INFO:root:Epoch[73] Elapsed time 4.961 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.508052 INFO:root:Epoch[74] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=7.35] INFO:root:Epoch[74] Elapsed time 4.955 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.348042 INFO:root:Epoch[75] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.17] INFO:root:Epoch[75] Elapsed time 5.219 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.173498 INFO:root:Epoch[76] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.09] INFO:root:Epoch[76] Elapsed time 4.995 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.093971 INFO:root:Epoch[77] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.96] INFO:root:Epoch[77] Elapsed time 5.035 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.963698 INFO:root:Epoch[78] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=7.27] INFO:root:Epoch[78] Elapsed time 5.321 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.266377 INFO:root:Epoch[79] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.1] INFO:root:Epoch[79] Elapsed time 4.941 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.099114 INFO:root:Epoch[80] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.64] INFO:root:Epoch[80] Elapsed time 4.942 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.641821 INFO:root:Epoch[81] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.35] INFO:root:Epoch[81] Elapsed time 4.929 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.345262 INFO:root:Epoch[82] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.11] INFO:root:Epoch[82] Elapsed time 4.967 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.107007 INFO:root:Epoch[83] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=8.09] INFO:root:Epoch[83] Elapsed time 5.082 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=8.092614 INFO:root:Epoch[84] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.65] INFO:root:Epoch[84] Elapsed time 4.972 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.651824 INFO:root:Epoch[85] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.39] INFO:root:Epoch[85] Elapsed time 5.021 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.388974 INFO:root:Epoch[86] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=7.17] INFO:root:Epoch[86] Elapsed time 5.068 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.173079 INFO:root:Epoch[87] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.36it/s, avg_epoch_loss=7.01] INFO:root:Epoch[87] Elapsed time 5.764 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.013246 INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.42] INFO:root:Epoch[88] Elapsed time 4.972 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.417669 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=7.35] INFO:root:Epoch[89] Elapsed time 4.938 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.349348 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.11] INFO:root:Epoch[90] Elapsed time 5.152 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.113916 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.93] INFO:root:Epoch[91] Elapsed time 5.011 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.931339 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.87] INFO:root:Epoch[92] Elapsed time 5.216 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.871374 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.2] INFO:root:Epoch[93] Elapsed time 5.281 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.195812 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.98] INFO:root:Epoch[94] Elapsed time 4.970 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.981168 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.6] INFO:root:Epoch[95] Elapsed time 4.969 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.604260 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.29] INFO:root:Epoch[96] Elapsed time 5.004 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.288364 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.17] INFO:root:Epoch[97] Elapsed time 5.031 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.170380 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=8.04] INFO:root:Epoch[98] Elapsed time 5.191 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=8.037023 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.44] INFO:root:Epoch[99] Elapsed time 5.015 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.435599 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.42] INFO:root:Epoch[100] Elapsed time 5.073 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.421685 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.13] INFO:root:Epoch[101] Elapsed time 5.084 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.127504 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.9] INFO:root:Epoch[102] Elapsed time 5.141 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.902866 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.39] INFO:root:Epoch[103] Elapsed time 4.938 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.386860 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=7.33] INFO:root:Epoch[104] Elapsed time 5.039 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.333841 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=7.03] INFO:root:Epoch[105] Elapsed time 5.169 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=7.025783 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.77] INFO:root:Epoch[106] Elapsed time 4.990 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.769037 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.93] INFO:root:Epoch[107] Elapsed time 4.950 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.926473 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.05] INFO:root:Epoch[108] Elapsed time 5.180 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.054898 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.97] INFO:root:Epoch[109] Elapsed time 4.893 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.969648 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=6.56] INFO:root:Epoch[110] Elapsed time 4.919 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.559136 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=6.15] INFO:root:Epoch[111] Elapsed time 4.921 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.149537 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.27] INFO:root:Epoch[112] Elapsed time 4.960 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.267517 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=7.83] INFO:root:Epoch[113] Elapsed time 5.098 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.829465 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.39] INFO:root:Epoch[114] Elapsed time 4.964 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.386822 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.53] INFO:root:Epoch[115] Elapsed time 5.012 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.528823 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.09] INFO:root:Epoch[116] Elapsed time 5.103 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.092535 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.62] INFO:root:Epoch[117] Elapsed time 5.090 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.616257 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.41] INFO:root:Epoch[118] Elapsed time 4.962 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.407186 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=7.2] INFO:root:Epoch[119] Elapsed time 4.951 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.196227 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.92] INFO:root:Epoch[120] Elapsed time 5.157 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.920209 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.55] INFO:root:Epoch[121] Elapsed time 4.952 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.554863 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.07] INFO:root:Epoch[122] Elapsed time 5.129 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=7.072365 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.22it/s, avg_epoch_loss=6.81] INFO:root:Epoch[123] Elapsed time 5.810 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.812411 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.97] INFO:root:Epoch[124] Elapsed time 4.951 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.970980 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.5] INFO:root:Epoch[125] Elapsed time 4.934 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.504753 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.17] INFO:root:Epoch[126] Elapsed time 4.969 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.169506 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.29] INFO:root:Epoch[127] Elapsed time 4.967 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.288957 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.69] INFO:root:Epoch[128] Elapsed time 5.158 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.685267 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.21] INFO:root:Epoch[129] Elapsed time 5.044 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.208724 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.53] INFO:root:Epoch[130] Elapsed time 5.140 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.534771 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.05] INFO:root:Epoch[131] Elapsed time 5.110 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=7.046718 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.58] INFO:root:Epoch[132] Elapsed time 5.182 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.579407 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.29] INFO:root:Epoch[133] Elapsed time 4.962 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.294021 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=7.08] INFO:root:Epoch[134] Elapsed time 5.011 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.080941 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.81] INFO:root:Epoch[135] Elapsed time 5.273 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.810139 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.45] INFO:root:Epoch[136] Elapsed time 5.033 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.448146 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.93] INFO:root:Epoch[137] Elapsed time 4.984 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.928569 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.83] INFO:root:Epoch[138] Elapsed time 5.242 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.827891 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.89] INFO:root:Epoch[139] Elapsed time 5.043 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.890093 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.44] INFO:root:Epoch[140] Elapsed time 4.937 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.444855 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.09] INFO:root:Epoch[141] Elapsed time 5.008 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.085200 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.16] INFO:root:Epoch[142] Elapsed time 4.992 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.163914 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.53] INFO:root:Epoch[143] Elapsed time 5.151 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.531910 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.11] INFO:root:Epoch[144] Elapsed time 4.949 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.109797 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.47] INFO:root:Epoch[145] Elapsed time 4.997 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.473686 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.93] INFO:root:Epoch[146] Elapsed time 5.180 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.931647 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.4] INFO:root:Epoch[147] Elapsed time 5.086 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.403142 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=6.18] INFO:root:Epoch[148] Elapsed time 4.919 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.183822 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=7.09] INFO:root:Epoch[149] Elapsed time 4.907 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.088205 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.7] INFO:root:Epoch[150] Elapsed time 5.162 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.697624 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.33] INFO:root:Epoch[151] Elapsed time 5.060 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.333039 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.92] INFO:root:Epoch[152] Elapsed time 5.057 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.919995 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.74] INFO:root:Epoch[153] Elapsed time 5.270 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.737260 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.82] INFO:root:Epoch[154] Elapsed time 4.950 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.817516 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.35] INFO:root:Epoch[155] Elapsed time 4.983 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.349889 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.06] INFO:root:Epoch[156] Elapsed time 4.975 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.055340 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.09] INFO:root:Epoch[157] Elapsed time 4.966 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.092361 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.12it/s, avg_epoch_loss=7.44] INFO:root:Epoch[158] Elapsed time 5.842 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.438598 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.02] INFO:root:Epoch[159] Elapsed time 5.121 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.023862 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.38] INFO:root:Epoch[160] Elapsed time 5.103 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.376106 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.96] INFO:root:Epoch[161] Elapsed time 5.165 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.963628 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.39] INFO:root:Epoch[162] Elapsed time 5.083 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.391496 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.14] INFO:root:Epoch[163] Elapsed time 4.984 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.141350 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=7] INFO:root:Epoch[164] Elapsed time 5.067 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.003197 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.71] INFO:root:Epoch[165] Elapsed time 5.265 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.714738 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.29] INFO:root:Epoch[166] Elapsed time 4.987 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.291126 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.92] INFO:root:Epoch[167] Elapsed time 5.075 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.918792 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.7] INFO:root:Epoch[168] Elapsed time 5.304 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.700690 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.85] INFO:root:Epoch[169] Elapsed time 4.955 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.847510 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.3] INFO:root:Epoch[170] Elapsed time 4.912 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.299058 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.98] INFO:root:Epoch[171] Elapsed time 4.917 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.979126 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.13] INFO:root:Epoch[172] Elapsed time 4.949 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.133118 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=7.34] INFO:root:Epoch[173] Elapsed time 5.172 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.341941 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.84] INFO:root:Epoch[174] Elapsed time 4.981 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.841802 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.44] INFO:root:Epoch[175] Elapsed time 5.059 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.435632 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.85] INFO:root:Epoch[176] Elapsed time 5.207 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.845748 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.28] INFO:root:Epoch[177] Elapsed time 5.030 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.279092 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.12] INFO:root:Epoch[178] Elapsed time 4.949 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.118812 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=7] INFO:root:Epoch[179] Elapsed time 4.921 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.002349 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.61] INFO:root:Epoch[180] Elapsed time 5.156 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.606549 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.32] INFO:root:Epoch[181] Elapsed time 4.953 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.322917 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.87] INFO:root:Epoch[182] Elapsed time 4.964 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.870751 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.63] INFO:root:Epoch[183] Elapsed time 5.220 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.627810 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.84] INFO:root:Epoch[184] Elapsed time 4.914 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.840784 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.32] INFO:root:Epoch[185] Elapsed time 4.928 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.320973 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.95] INFO:root:Epoch[186] Elapsed time 5.206 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.947846 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.05] INFO:root:Epoch[187] Elapsed time 4.994 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.051875 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.41] INFO:root:Epoch[188] Elapsed time 5.206 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.412651 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.94] INFO:root:Epoch[189] Elapsed time 4.950 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.937032 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.33] INFO:root:Epoch[190] Elapsed time 5.003 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.325061 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.86] INFO:root:Epoch[191] Elapsed time 5.100 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.857341 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.3] INFO:root:Epoch[192] Elapsed time 5.033 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.298716 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.06] INFO:root:Epoch[193] Elapsed time 5.173 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.060324 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.63it/s, avg_epoch_loss=6.87] INFO:root:Epoch[194] Elapsed time 5.369 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.872807 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.68] INFO:root:Epoch[195] Elapsed time 5.163 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.675325 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.27] INFO:root:Epoch[196] Elapsed time 4.949 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.267201 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.81] INFO:root:Epoch[197] Elapsed time 5.027 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.811385 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.65] INFO:root:Epoch[198] Elapsed time 5.269 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.654476 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.73] INFO:root:Epoch[199] Elapsed time 4.949 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.732468 INFO:root:Loading parameters from best epoch (196) INFO:root:Final loss: 5.267201490402222 (occurred at epoch 196) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:28<00:00, 35.58it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.008131 0.135477 16.021598 0.121449 0.081853 seed epochs num_batches 0 49 200 100 Seed: 50
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163 100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=7.36] INFO:root:Epoch[0] Elapsed time 5.248 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.357986 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.64] INFO:root:Epoch[1] Elapsed time 5.102 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.643756 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.01] INFO:root:Epoch[2] Elapsed time 5.264 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.006208 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.89] INFO:root:Epoch[3] Elapsed time 5.054 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.886538 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.24it/s, avg_epoch_loss=7.5] INFO:root:Epoch[4] Elapsed time 5.485 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.497133 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.22] INFO:root:Epoch[5] Elapsed time 4.969 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.216842 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.84] INFO:root:Epoch[6] Elapsed time 4.933 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.841828 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.48] INFO:root:Epoch[7] Elapsed time 4.930 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.484562 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.38] INFO:root:Epoch[8] Elapsed time 4.983 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.377799 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.72] INFO:root:Epoch[9] Elapsed time 5.115 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.722152 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.54] INFO:root:Epoch[10] Elapsed time 4.996 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.539680 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 17.57it/s, avg_epoch_loss=6.67] INFO:root:Epoch[11] Elapsed time 5.695 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.666924 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.14] INFO:root:Epoch[12] Elapsed time 5.105 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.142494 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.76] INFO:root:Epoch[13] Elapsed time 5.060 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.764574 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.44] INFO:root:Epoch[14] Elapsed time 4.907 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.435186 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=7.1] INFO:root:Epoch[15] Elapsed time 4.906 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.101419 INFO:root:Loading parameters from best epoch (5) INFO:root:Epoch[16] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=7.41] INFO:root:Epoch[16] Elapsed time 5.169 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.408190 INFO:root:Epoch[17] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.86] INFO:root:Epoch[17] Elapsed time 5.007 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.856252 INFO:root:Epoch[18] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=7.26] INFO:root:Epoch[18] Elapsed time 5.080 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.260736 INFO:root:Epoch[19] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.95] INFO:root:Epoch[19] Elapsed time 5.323 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.948365 INFO:root:Epoch[20] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.18] INFO:root:Epoch[20] Elapsed time 4.944 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.182778 INFO:root:Epoch[21] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.63] INFO:root:Epoch[21] Elapsed time 4.988 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.629038 INFO:root:Epoch[22] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.36] INFO:root:Epoch[22] Elapsed time 4.968 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.363115 INFO:root:Epoch[23] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.69] INFO:root:Epoch[23] Elapsed time 5.040 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.692183 INFO:root:Epoch[24] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=7.54] INFO:root:Epoch[24] Elapsed time 5.191 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.536642 INFO:root:Epoch[25] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.31] INFO:root:Epoch[25] Elapsed time 5.008 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.310473 INFO:root:Epoch[26] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.89] INFO:root:Epoch[26] Elapsed time 5.081 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.886466 INFO:root:Epoch[27] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.26] INFO:root:Epoch[27] Elapsed time 5.238 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.257149 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.45] INFO:root:Epoch[28] Elapsed time 4.940 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.451077 INFO:root:Epoch[29] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=7.02] INFO:root:Epoch[29] Elapsed time 4.966 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.023822 INFO:root:Epoch[30] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=7.28] INFO:root:Epoch[30] Elapsed time 4.931 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.279523 INFO:root:Epoch[31] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.72] INFO:root:Epoch[31] Elapsed time 5.165 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.719001 INFO:root:Epoch[32] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.13] INFO:root:Epoch[32] Elapsed time 5.017 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.129049 INFO:root:Epoch[33] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=7.15] INFO:root:Epoch[33] Elapsed time 5.119 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.145997 INFO:root:Epoch[34] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.65] INFO:root:Epoch[34] Elapsed time 5.210 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.649132 INFO:root:Epoch[35] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.43] INFO:root:Epoch[35] Elapsed time 4.953 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.433414 INFO:root:Epoch[36] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.64] INFO:root:Epoch[36] Elapsed time 4.945 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.635462 INFO:root:Epoch[37] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.11] INFO:root:Epoch[37] Elapsed time 4.973 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.112289 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[38] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=7.24] INFO:root:Epoch[38] Elapsed time 5.023 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.238762 INFO:root:Epoch[39] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.57] INFO:root:Epoch[39] Elapsed time 5.182 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.570185 INFO:root:Epoch[40] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.49] INFO:root:Epoch[40] Elapsed time 5.028 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.485962 INFO:root:Epoch[41] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=7.21] INFO:root:Epoch[41] Elapsed time 5.159 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.210211 INFO:root:Epoch[42] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=7.21] INFO:root:Epoch[42] Elapsed time 5.255 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.207128 INFO:root:Epoch[43] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.48] INFO:root:Epoch[43] Elapsed time 5.036 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.476535 INFO:root:Epoch[44] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=7.19] INFO:root:Epoch[44] Elapsed time 5.032 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.189453 INFO:root:Epoch[45] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.11] INFO:root:Epoch[45] Elapsed time 5.095 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.112727 INFO:root:Epoch[46] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.25it/s, avg_epoch_loss=6.56] INFO:root:Epoch[46] Elapsed time 5.482 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.564350 INFO:root:Epoch[47] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.45] INFO:root:Epoch[47] Elapsed time 5.390 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.447725 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[48] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=7.65] INFO:root:Epoch[48] Elapsed time 5.193 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.649324 INFO:root:Epoch[49] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.4] INFO:root:Epoch[49] Elapsed time 5.027 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.396066 INFO:root:Epoch[50] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.61] INFO:root:Epoch[50] Elapsed time 5.057 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.607099 INFO:root:Epoch[51] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.65] INFO:root:Epoch[51] Elapsed time 5.069 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.649721 INFO:root:Epoch[52] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.21] INFO:root:Epoch[52] Elapsed time 4.975 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.205656 INFO:root:Epoch[53] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=7.67] INFO:root:Epoch[53] Elapsed time 5.125 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.670087 INFO:root:Epoch[54] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.22] INFO:root:Epoch[54] Elapsed time 5.208 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.223262 INFO:root:Epoch[55] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.56] INFO:root:Epoch[55] Elapsed time 5.009 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.559200 INFO:root:Epoch[56] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=7.19] INFO:root:Epoch[56] Elapsed time 5.057 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.185444 INFO:root:Epoch[57] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=7.11] INFO:root:Epoch[57] Elapsed time 5.164 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.107611 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[58] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.43] INFO:root:Epoch[58] Elapsed time 4.925 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.429427 INFO:root:Epoch[59] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=7.58] INFO:root:Epoch[59] Elapsed time 4.973 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.575991 INFO:root:Epoch[60] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=7.16] INFO:root:Epoch[60] Elapsed time 5.059 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.161766 INFO:root:Epoch[61] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.41] INFO:root:Epoch[61] Elapsed time 5.246 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.413527 INFO:root:Epoch[62] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.77] INFO:root:Epoch[62] Elapsed time 5.142 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.765101 INFO:root:Epoch[63] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=7.37] INFO:root:Epoch[63] Elapsed time 5.343 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.368746 INFO:root:Epoch[64] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.26] INFO:root:Epoch[64] Elapsed time 4.928 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.255735 INFO:root:Epoch[65] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.67] INFO:root:Epoch[65] Elapsed time 4.952 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.666477 INFO:root:Epoch[66] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.45] INFO:root:Epoch[66] Elapsed time 4.941 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.452235 INFO:root:Epoch[67] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.2] INFO:root:Epoch[67] Elapsed time 4.973 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.198041 INFO:root:Epoch[68] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=7.92] INFO:root:Epoch[68] Elapsed time 5.017 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.922234 INFO:root:Epoch[69] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=7.07] INFO:root:Epoch[69] Elapsed time 5.058 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=7.071978 INFO:root:Epoch[70] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.55] INFO:root:Epoch[70] Elapsed time 5.045 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.550172 INFO:root:Epoch[71] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=7.17] INFO:root:Epoch[71] Elapsed time 5.048 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.174067 INFO:root:Epoch[72] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.15] INFO:root:Epoch[72] Elapsed time 5.181 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.150195 INFO:root:Epoch[73] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=6.39] INFO:root:Epoch[73] Elapsed time 4.920 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.394169 INFO:root:Epoch[74] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=7.36] INFO:root:Epoch[74] Elapsed time 4.954 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.356016 INFO:root:Epoch[75] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=7.07] INFO:root:Epoch[75] Elapsed time 5.012 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.068954 INFO:root:Epoch[76] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.38] INFO:root:Epoch[76] Elapsed time 5.144 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.376593 INFO:root:Epoch[77] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.63] INFO:root:Epoch[77] Elapsed time 5.068 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.634378 INFO:root:Epoch[78] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.22] INFO:root:Epoch[78] Elapsed time 5.266 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.223198 INFO:root:Epoch[79] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.1] INFO:root:Epoch[79] Elapsed time 4.974 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.103049 INFO:root:Epoch[80] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.75] INFO:root:Epoch[80] Elapsed time 4.972 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.745469 INFO:root:Epoch[81] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.39] INFO:root:Epoch[81] Elapsed time 4.935 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.392595 INFO:root:Epoch[82] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.63it/s, avg_epoch_loss=6.06] INFO:root:Epoch[82] Elapsed time 5.676 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.064883 INFO:root:Epoch[83] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=7.95] INFO:root:Epoch[83] Elapsed time 5.063 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.952338 INFO:root:Epoch[84] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.87] INFO:root:Epoch[84] Elapsed time 5.041 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.868274 INFO:root:Epoch[85] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.49] INFO:root:Epoch[85] Elapsed time 5.019 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.485401 INFO:root:Epoch[86] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=7.1] INFO:root:Epoch[86] Elapsed time 5.057 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.098198 INFO:root:Epoch[87] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=7.04] INFO:root:Epoch[87] Elapsed time 5.142 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.042809 INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.32] INFO:root:Epoch[88] Elapsed time 4.927 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.315307 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=7.27] INFO:root:Epoch[89] Elapsed time 4.922 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.273254 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=7.05] INFO:root:Epoch[90] Elapsed time 5.168 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.051096 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.95] INFO:root:Epoch[91] Elapsed time 4.906 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.950202 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.82] INFO:root:Epoch[92] Elapsed time 4.997 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.824072 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=7.16] INFO:root:Epoch[93] Elapsed time 5.260 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.161685 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.94] INFO:root:Epoch[94] Elapsed time 4.938 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.938776 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.64] INFO:root:Epoch[95] Elapsed time 4.963 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.644574 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.31] INFO:root:Epoch[96] Elapsed time 4.949 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.307473 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.08] INFO:root:Epoch[97] Elapsed time 5.008 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.075469 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.86] INFO:root:Epoch[98] Elapsed time 5.117 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.862910 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.58] INFO:root:Epoch[99] Elapsed time 5.136 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.582751 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.38] INFO:root:Epoch[100] Elapsed time 5.039 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.383431 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=7.11] INFO:root:Epoch[101] Elapsed time 5.082 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.111312 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.84] INFO:root:Epoch[102] Elapsed time 5.168 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.843286 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.31] INFO:root:Epoch[103] Elapsed time 4.957 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.310847 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=7.16] INFO:root:Epoch[104] Elapsed time 4.957 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.157550 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.98] INFO:root:Epoch[105] Elapsed time 5.182 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.979039 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.77] INFO:root:Epoch[106] Elapsed time 4.993 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.772273 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=6.82] INFO:root:Epoch[107] Elapsed time 5.003 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.821229 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.12] INFO:root:Epoch[108] Elapsed time 5.223 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.115173 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.85] INFO:root:Epoch[109] Elapsed time 4.891 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.849065 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.56] INFO:root:Epoch[110] Elapsed time 4.938 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.561493 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.25] INFO:root:Epoch[111] Elapsed time 4.913 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.249484 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.08] INFO:root:Epoch[112] Elapsed time 4.936 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.082386 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=7.8] INFO:root:Epoch[113] Elapsed time 5.137 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.799896 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.46] INFO:root:Epoch[114] Elapsed time 4.991 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.458900 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.27] INFO:root:Epoch[115] Elapsed time 5.097 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.271648 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=7.05] INFO:root:Epoch[116] Elapsed time 5.018 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.046324 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=6.81] INFO:root:Epoch[117] Elapsed time 5.330 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.814625 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.16] INFO:root:Epoch[118] Elapsed time 5.299 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.160205 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=7.06] INFO:root:Epoch[119] Elapsed time 4.915 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.055905 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.99] INFO:root:Epoch[120] Elapsed time 5.135 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.989388 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.7] INFO:root:Epoch[121] Elapsed time 4.995 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.699888 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.83] INFO:root:Epoch[122] Elapsed time 5.040 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.831238 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=7.04] INFO:root:Epoch[123] Elapsed time 5.258 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=7.036158 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.78] INFO:root:Epoch[124] Elapsed time 4.948 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.782449 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.48] INFO:root:Epoch[125] Elapsed time 4.954 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.479793 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.22] INFO:root:Epoch[126] Elapsed time 4.977 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.218775 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.01] INFO:root:Epoch[127] Elapsed time 4.997 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.007403 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.64] INFO:root:Epoch[128] Elapsed time 5.151 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.637532 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.35] INFO:root:Epoch[129] Elapsed time 5.019 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.353798 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.2] INFO:root:Epoch[130] Elapsed time 5.114 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.204997 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.91] INFO:root:Epoch[131] Elapsed time 5.092 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.910409 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.7] INFO:root:Epoch[132] Elapsed time 5.254 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.697418 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.17] INFO:root:Epoch[133] Elapsed time 4.992 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.170949 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.98] INFO:root:Epoch[134] Elapsed time 4.961 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.983431 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.91] INFO:root:Epoch[135] Elapsed time 5.284 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.907336 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.53] INFO:root:Epoch[136] Elapsed time 5.002 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.530867 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.86] INFO:root:Epoch[137] Elapsed time 5.053 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.857955 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.88] INFO:root:Epoch[138] Elapsed time 5.338 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.878694 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.88] INFO:root:Epoch[139] Elapsed time 4.990 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.877480 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.41] INFO:root:Epoch[140] Elapsed time 5.039 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.406743 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.1] INFO:root:Epoch[141] Elapsed time 4.952 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.099348 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.09] INFO:root:Epoch[142] Elapsed time 5.075 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.093886 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.56] INFO:root:Epoch[143] Elapsed time 5.228 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.563669 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.15] INFO:root:Epoch[144] Elapsed time 5.005 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.146308 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.27] INFO:root:Epoch[145] Elapsed time 5.030 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.272228 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.94] INFO:root:Epoch[146] Elapsed time 5.191 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.939368 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.53] INFO:root:Epoch[147] Elapsed time 5.048 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.530809 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.14] INFO:root:Epoch[148] Elapsed time 4.908 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.142986 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.95] INFO:root:Epoch[149] Elapsed time 4.967 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.946322 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.95] INFO:root:Epoch[150] Elapsed time 5.151 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.954606 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.52] INFO:root:Epoch[151] Elapsed time 4.955 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.515708 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.86] INFO:root:Epoch[152] Elapsed time 5.030 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.864448 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 16.68it/s, avg_epoch_loss=6.89] INFO:root:Epoch[153] Elapsed time 6.000 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.890992 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.74] INFO:root:Epoch[154] Elapsed time 4.948 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.741591 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.4] INFO:root:Epoch[155] Elapsed time 5.041 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.401702 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.04] INFO:root:Epoch[156] Elapsed time 5.036 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.042218 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.98] INFO:root:Epoch[157] Elapsed time 4.993 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.977701 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=7.53] INFO:root:Epoch[158] Elapsed time 5.130 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.534209 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.07] INFO:root:Epoch[159] Elapsed time 5.048 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.074568 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.19] INFO:root:Epoch[160] Elapsed time 5.151 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.185699 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.87] INFO:root:Epoch[161] Elapsed time 5.082 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.870189 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.58] INFO:root:Epoch[162] Elapsed time 5.144 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.580432 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.08] INFO:root:Epoch[163] Elapsed time 5.066 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.078993 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.94] INFO:root:Epoch[164] Elapsed time 4.972 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.944631 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.9] INFO:root:Epoch[165] Elapsed time 5.209 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.897085 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43] INFO:root:Epoch[166] Elapsed time 5.050 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.431179 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.83] INFO:root:Epoch[167] Elapsed time 5.073 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.831400 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.69] INFO:root:Epoch[168] Elapsed time 5.321 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.690580 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.83] INFO:root:Epoch[169] Elapsed time 4.949 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.825769 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.35] INFO:root:Epoch[170] Elapsed time 4.915 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.353035 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.01] INFO:root:Epoch[171] Elapsed time 4.948 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.008528 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.18] INFO:root:Epoch[172] Elapsed time 4.929 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.179231 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.35] INFO:root:Epoch[173] Elapsed time 5.214 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.352540 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.95] INFO:root:Epoch[174] Elapsed time 4.973 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.953255 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.46] INFO:root:Epoch[175] Elapsed time 5.017 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.455364 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.86] INFO:root:Epoch[176] Elapsed time 5.217 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.857240 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.31] INFO:root:Epoch[177] Elapsed time 5.105 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.306930 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.22] INFO:root:Epoch[178] Elapsed time 4.972 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.218833 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=6.98] INFO:root:Epoch[179] Elapsed time 4.919 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.983265 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.6] INFO:root:Epoch[180] Elapsed time 5.211 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.599340 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.4] INFO:root:Epoch[181] Elapsed time 5.053 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.403672 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.87] INFO:root:Epoch[182] Elapsed time 5.040 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.874823 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.61] INFO:root:Epoch[183] Elapsed time 5.280 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.614825 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.86] INFO:root:Epoch[184] Elapsed time 5.046 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.858669 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.27] INFO:root:Epoch[185] Elapsed time 4.965 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.272289 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.96] INFO:root:Epoch[186] Elapsed time 5.051 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.962380 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.26] INFO:root:Epoch[187] Elapsed time 5.068 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.260957 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 16.92it/s, avg_epoch_loss=7.3] INFO:root:Epoch[188] Elapsed time 5.912 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.296356 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.82] INFO:root:Epoch[189] Elapsed time 5.007 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.823406 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.48] INFO:root:Epoch[190] Elapsed time 5.064 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.478078 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.83] INFO:root:Epoch[191] Elapsed time 5.211 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.833020 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.2] INFO:root:Epoch[192] Elapsed time 5.027 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.196686 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.26] INFO:root:Epoch[193] Elapsed time 4.964 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.264026 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=7] INFO:root:Epoch[194] Elapsed time 4.959 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.001240 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.45] INFO:root:Epoch[195] Elapsed time 5.178 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.449619 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.47] INFO:root:Epoch[196] Elapsed time 5.006 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.467521 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.98] INFO:root:Epoch[197] Elapsed time 5.033 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.978380 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.39] INFO:root:Epoch[198] Elapsed time 5.222 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.394644 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.87] INFO:root:Epoch[199] Elapsed time 4.930 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.869095 INFO:root:Loading parameters from best epoch (181) INFO:root:Final loss: 5.403672189712524 (occurred at epoch 181) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:25<00:00, 35.67it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 1.02339 0.136453 17.571283 0.1213 0.081454 50 epochs num_batches 0 200 100 Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.29] INFO:root:Epoch[0] Elapsed time 5.282 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.294681 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.58] INFO:root:Epoch[1] Elapsed time 5.215 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.577126 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=7.04] INFO:root:Epoch[2] Elapsed time 5.281 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.035184 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.83] INFO:root:Epoch[3] Elapsed time 5.065 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.834697 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=7.43] INFO:root:Epoch[4] Elapsed time 5.400 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.425021 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.35] INFO:root:Epoch[5] Elapsed time 4.942 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.354219 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=6.81] INFO:root:Epoch[6] Elapsed time 5.354 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.806016 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.53] INFO:root:Epoch[7] Elapsed time 5.167 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.533124 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.29] INFO:root:Epoch[8] Elapsed time 4.972 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.293613 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.71] INFO:root:Epoch[9] Elapsed time 5.138 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.708183 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.69] INFO:root:Epoch[10] Elapsed time 5.035 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.687042 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.49] INFO:root:Epoch[11] Elapsed time 5.076 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.489730 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.1] INFO:root:Epoch[12] Elapsed time 5.134 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.101504 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.85] INFO:root:Epoch[13] Elapsed time 5.125 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.852632 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.51] INFO:root:Epoch[14] Elapsed time 4.970 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.510088 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=7.14] INFO:root:Epoch[15] Elapsed time 4.983 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.140059 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.06] INFO:root:Epoch[16] Elapsed time 5.242 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.056450 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.2] INFO:root:Epoch[17] Elapsed time 5.000 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.195219 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.98] INFO:root:Epoch[18] Elapsed time 5.024 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.975545 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.8] INFO:root:Epoch[19] Elapsed time 5.214 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.804183 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.39] INFO:root:Epoch[20] Elapsed time 4.901 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.394826 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.43] INFO:root:Epoch[21] Elapsed time 4.954 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.425488 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.25] INFO:root:Epoch[22] Elapsed time 4.987 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.251751 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.58] INFO:root:Epoch[23] Elapsed time 4.970 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.583672 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=7.32] INFO:root:Epoch[24] Elapsed time 5.231 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.323556 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.25] INFO:root:Epoch[25] Elapsed time 4.951 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.250501 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.71] INFO:root:Epoch[26] Elapsed time 5.105 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.708246 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.09] INFO:root:Epoch[27] Elapsed time 5.176 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.087235 INFO:root:Loading parameters from best epoch (17) INFO:root:Epoch[28] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=6.26] INFO:root:Epoch[28] Elapsed time 4.859 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.258274 INFO:root:Epoch[29] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.71] INFO:root:Epoch[29] Elapsed time 4.907 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.708805 INFO:root:Epoch[30] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=7.08] INFO:root:Epoch[30] Elapsed time 4.955 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.081842 INFO:root:Epoch[31] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.37] INFO:root:Epoch[31] Elapsed time 5.256 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.372632 INFO:root:Epoch[32] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.73] INFO:root:Epoch[32] Elapsed time 5.054 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.730982 INFO:root:Epoch[33] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.01] INFO:root:Epoch[33] Elapsed time 5.199 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.014942 INFO:root:Epoch[34] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.23] INFO:root:Epoch[34] Elapsed time 5.150 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.232405 INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=6.27] INFO:root:Epoch[35] Elapsed time 4.896 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.266586 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.38] INFO:root:Epoch[36] Elapsed time 4.993 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.376400 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.84] INFO:root:Epoch[37] Elapsed time 5.015 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.841122 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.98] INFO:root:Epoch[38] Elapsed time 5.016 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.975044 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=7.09] INFO:root:Epoch[39] Elapsed time 5.158 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.092457 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.14] INFO:root:Epoch[40] Elapsed time 5.081 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.135372 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.83] INFO:root:Epoch[41] Elapsed time 5.076 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.827987 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 16.94it/s, avg_epoch_loss=6.91] INFO:root:Epoch[42] Elapsed time 5.907 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.909012 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.92] INFO:root:Epoch[43] Elapsed time 4.956 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.923464 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.85] INFO:root:Epoch[44] Elapsed time 4.989 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.851147 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.8] INFO:root:Epoch[45] Elapsed time 5.042 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.804167 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.11] INFO:root:Epoch[46] Elapsed time 5.211 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.113297 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.09] INFO:root:Epoch[47] Elapsed time 5.025 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.088018 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=7.19] INFO:root:Epoch[48] Elapsed time 5.295 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.194392 INFO:root:Epoch[49] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.09] INFO:root:Epoch[49] Elapsed time 5.116 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.089708 INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.22] INFO:root:Epoch[50] Elapsed time 5.067 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.220710 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.2] INFO:root:Epoch[51] Elapsed time 4.938 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.195825 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.73] INFO:root:Epoch[52] Elapsed time 5.055 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.725548 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=7.37] INFO:root:Epoch[53] Elapsed time 5.004 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.366798 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.85] INFO:root:Epoch[54] Elapsed time 5.044 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.848408 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.11] INFO:root:Epoch[55] Elapsed time 5.014 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.108159 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.88] INFO:root:Epoch[56] Elapsed time 5.034 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.879591 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.9] INFO:root:Epoch[57] Elapsed time 5.147 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.902851 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.85] INFO:root:Epoch[58] Elapsed time 4.880 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.853844 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.99] INFO:root:Epoch[59] Elapsed time 4.909 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.992074 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.83] INFO:root:Epoch[60] Elapsed time 5.002 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.830231 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.92] INFO:root:Epoch[61] Elapsed time 5.087 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.922812 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.32] INFO:root:Epoch[62] Elapsed time 4.995 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.322037 INFO:root:Loading parameters from best epoch (52) INFO:root:Epoch[63] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7.11] INFO:root:Epoch[63] Elapsed time 5.312 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.114743 INFO:root:Epoch[64] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.76] INFO:root:Epoch[64] Elapsed time 4.942 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.762645 INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.4] INFO:root:Epoch[65] Elapsed time 5.006 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.402459 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6] INFO:root:Epoch[66] Elapsed time 5.030 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.003930 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.77] INFO:root:Epoch[67] Elapsed time 4.955 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.766936 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.86] INFO:root:Epoch[68] Elapsed time 5.111 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.863582 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.68] INFO:root:Epoch[69] Elapsed time 5.062 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.678086 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.17] INFO:root:Epoch[70] Elapsed time 5.036 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.174863 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.91] INFO:root:Epoch[71] Elapsed time 5.063 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.911321 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.84] INFO:root:Epoch[72] Elapsed time 5.124 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.839384 INFO:root:Loading parameters from best epoch (52) INFO:root:Epoch[73] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.85] INFO:root:Epoch[73] Elapsed time 4.923 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.851291 INFO:root:Epoch[74] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=7.19] INFO:root:Epoch[74] Elapsed time 4.955 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.188838 INFO:root:Epoch[75] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.84] INFO:root:Epoch[75] Elapsed time 5.133 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.844408 INFO:root:Epoch[76] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.77] INFO:root:Epoch[76] Elapsed time 4.948 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.767840 INFO:root:Epoch[77] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 17.90it/s, avg_epoch_loss=6.44] INFO:root:Epoch[77] Elapsed time 5.593 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.444503 INFO:root:Epoch[78] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.99] INFO:root:Epoch[78] Elapsed time 5.336 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.993819 INFO:root:Epoch[79] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.66] INFO:root:Epoch[79] Elapsed time 4.898 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.659222 INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.43] INFO:root:Epoch[80] Elapsed time 4.933 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.430518 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.99] INFO:root:Epoch[81] Elapsed time 4.904 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.986411 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.7] INFO:root:Epoch[82] Elapsed time 5.015 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.698366 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=7.82] INFO:root:Epoch[83] Elapsed time 5.062 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.821675 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.68] INFO:root:Epoch[84] Elapsed time 5.052 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.680779 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.23] INFO:root:Epoch[85] Elapsed time 5.044 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.227658 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.92] INFO:root:Epoch[86] Elapsed time 5.049 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.915295 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.79] INFO:root:Epoch[87] Elapsed time 5.179 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.789139 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.92] INFO:root:Epoch[88] Elapsed time 4.968 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.922779 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=7.12] INFO:root:Epoch[89] Elapsed time 4.965 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.117401 INFO:root:Loading parameters from best epoch (79) INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.87] INFO:root:Epoch[90] Elapsed time 5.145 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.869509 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.79] INFO:root:Epoch[91] Elapsed time 5.010 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.787690 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.41] INFO:root:Epoch[92] Elapsed time 5.029 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.405403 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7] INFO:root:Epoch[93] Elapsed time 5.284 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.000926 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.62] INFO:root:Epoch[94] Elapsed time 4.940 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.618687 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.41] INFO:root:Epoch[95] Elapsed time 4.930 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.414419 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.99] INFO:root:Epoch[96] Elapsed time 4.873 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.990054 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.75] INFO:root:Epoch[97] Elapsed time 4.973 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.749789 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=7.9] INFO:root:Epoch[98] Elapsed time 5.008 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.899194 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.65] INFO:root:Epoch[99] Elapsed time 5.032 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.653732 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.19] INFO:root:Epoch[100] Elapsed time 5.035 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.187063 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.92] INFO:root:Epoch[101] Elapsed time 5.035 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.919942 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.81] INFO:root:Epoch[102] Elapsed time 5.155 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.810207 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.96] INFO:root:Epoch[103] Elapsed time 4.906 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.963318 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=7.12] INFO:root:Epoch[104] Elapsed time 4.888 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.120366 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.81] INFO:root:Epoch[105] Elapsed time 5.125 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.807207 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.69] INFO:root:Epoch[106] Elapsed time 5.006 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.693533 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.5] INFO:root:Epoch[107] Elapsed time 5.002 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.497626 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.86] INFO:root:Epoch[108] Elapsed time 5.247 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.864293 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.66] INFO:root:Epoch[109] Elapsed time 4.905 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.659117 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.37] INFO:root:Epoch[110] Elapsed time 4.869 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.365423 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.96] INFO:root:Epoch[111] Elapsed time 4.833 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.961026 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.87] INFO:root:Epoch[112] Elapsed time 4.933 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.871168 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 17.33it/s, avg_epoch_loss=7.99] INFO:root:Epoch[113] Elapsed time 5.775 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.989683 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.29] INFO:root:Epoch[114] Elapsed time 4.980 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.289927 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.16] INFO:root:Epoch[115] Elapsed time 4.968 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.157521 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.93] INFO:root:Epoch[116] Elapsed time 5.036 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.925671 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.71] INFO:root:Epoch[117] Elapsed time 5.072 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.714314 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.02] INFO:root:Epoch[118] Elapsed time 4.870 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.018675 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=7.01] INFO:root:Epoch[119] Elapsed time 4.898 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.014053 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.79] INFO:root:Epoch[120] Elapsed time 5.118 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.788762 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.62] INFO:root:Epoch[121] Elapsed time 4.946 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.618114 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.48] INFO:root:Epoch[122] Elapsed time 5.026 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.479687 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.91] INFO:root:Epoch[123] Elapsed time 5.217 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.906077 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.57] INFO:root:Epoch[124] Elapsed time 4.929 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.565824 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.34] INFO:root:Epoch[125] Elapsed time 4.905 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.337142 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.95] INFO:root:Epoch[126] Elapsed time 4.923 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.951622 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.76] INFO:root:Epoch[127] Elapsed time 4.936 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.755687 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=8.02] INFO:root:Epoch[128] Elapsed time 5.092 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=8.017108 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.33] INFO:root:Epoch[129] Elapsed time 4.961 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.334222 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.15] INFO:root:Epoch[130] Elapsed time 5.007 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.153730 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.91] INFO:root:Epoch[131] Elapsed time 5.010 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.905514 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.69] INFO:root:Epoch[132] Elapsed time 5.094 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.694234 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.98] INFO:root:Epoch[133] Elapsed time 4.942 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.983534 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=7.02] INFO:root:Epoch[134] Elapsed time 4.885 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.016706 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.7] INFO:root:Epoch[135] Elapsed time 5.136 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.704612 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.59] INFO:root:Epoch[136] Elapsed time 4.939 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.590834 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.53] INFO:root:Epoch[137] Elapsed time 4.990 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.533959 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.82] INFO:root:Epoch[138] Elapsed time 5.214 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.821613 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.57] INFO:root:Epoch[139] Elapsed time 4.896 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.572304 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.31] INFO:root:Epoch[140] Elapsed time 4.902 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.310021 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.93] INFO:root:Epoch[141] Elapsed time 4.909 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.925518 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.74] INFO:root:Epoch[142] Elapsed time 4.935 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.736880 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.92] INFO:root:Epoch[143] Elapsed time 5.114 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.923214 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.28] INFO:root:Epoch[144] Elapsed time 4.995 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.282421 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.13] INFO:root:Epoch[145] Elapsed time 4.993 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.128905 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.84] INFO:root:Epoch[146] Elapsed time 5.053 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.838059 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.64] INFO:root:Epoch[147] Elapsed time 5.106 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.640294 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.99] INFO:root:Epoch[148] Elapsed time 4.889 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.990100 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.03it/s, avg_epoch_loss=6.98] INFO:root:Epoch[149] Elapsed time 5.551 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.980664 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.73] INFO:root:Epoch[150] Elapsed time 5.151 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.734186 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.53] INFO:root:Epoch[151] Elapsed time 4.964 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.531435 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.65] INFO:root:Epoch[152] Elapsed time 5.033 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.646786 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.73] INFO:root:Epoch[153] Elapsed time 5.257 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.730923 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.63] INFO:root:Epoch[154] Elapsed time 4.929 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.626222 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.33] INFO:root:Epoch[155] Elapsed time 4.980 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.329065 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.88] INFO:root:Epoch[156] Elapsed time 4.933 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.879682 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.94] INFO:root:Epoch[157] Elapsed time 4.990 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.941903 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.86] INFO:root:Epoch[158] Elapsed time 5.150 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.859667 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.12] INFO:root:Epoch[159] Elapsed time 5.066 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.124955 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.2] INFO:root:Epoch[160] Elapsed time 5.034 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.204912 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.93] INFO:root:Epoch[161] Elapsed time 5.119 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.926209 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.57] INFO:root:Epoch[162] Elapsed time 5.124 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.573304 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6] INFO:root:Epoch[163] Elapsed time 4.950 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.001321 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.95] INFO:root:Epoch[164] Elapsed time 4.928 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.953537 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.74] INFO:root:Epoch[165] Elapsed time 5.170 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.740143 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.46] INFO:root:Epoch[166] Elapsed time 4.986 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.464747 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.5] INFO:root:Epoch[167] Elapsed time 4.993 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.497423 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.85] INFO:root:Epoch[168] Elapsed time 5.240 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.852021 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.55] INFO:root:Epoch[169] Elapsed time 4.928 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.546849 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.32] INFO:root:Epoch[170] Elapsed time 4.945 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.319061 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.89] INFO:root:Epoch[171] Elapsed time 4.878 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.890713 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.72] INFO:root:Epoch[172] Elapsed time 4.939 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.719040 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.88] INFO:root:Epoch[173] Elapsed time 5.104 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.882849 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.16] INFO:root:Epoch[174] Elapsed time 4.966 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.161495 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.11] INFO:root:Epoch[175] Elapsed time 5.029 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.109475 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.83] INFO:root:Epoch[176] Elapsed time 5.034 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.826264 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.59] INFO:root:Epoch[177] Elapsed time 5.104 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.591437 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.87] INFO:root:Epoch[178] Elapsed time 4.904 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.866578 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.9] INFO:root:Epoch[179] Elapsed time 4.910 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.900894 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.72] INFO:root:Epoch[180] Elapsed time 5.178 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.719364 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.45] INFO:root:Epoch[181] Elapsed time 4.969 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.449865 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.59] INFO:root:Epoch[182] Elapsed time 5.027 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.589796 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.74] INFO:root:Epoch[183] Elapsed time 5.270 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.739916 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.57] INFO:root:Epoch[184] Elapsed time 5.122 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.569398 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.33] INFO:root:Epoch[185] Elapsed time 5.400 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.330163 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.89] INFO:root:Epoch[186] Elapsed time 4.969 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.891387 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.77] INFO:root:Epoch[187] Elapsed time 5.038 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.771740 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=7.84] INFO:root:Epoch[188] Elapsed time 5.258 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.838394 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.08] INFO:root:Epoch[189] Elapsed time 5.090 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.081284 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.14] INFO:root:Epoch[190] Elapsed time 5.104 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.140701 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.82] INFO:root:Epoch[191] Elapsed time 5.194 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.817181 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.48] INFO:root:Epoch[192] Elapsed time 5.117 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.484759 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.95] INFO:root:Epoch[193] Elapsed time 5.029 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.953458 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.95] INFO:root:Epoch[194] Elapsed time 5.079 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.950046 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.71] INFO:root:Epoch[195] Elapsed time 5.193 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.712213 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.37] INFO:root:Epoch[196] Elapsed time 4.993 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.369104 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.59] INFO:root:Epoch[197] Elapsed time 5.068 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.594893 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.67] INFO:root:Epoch[198] Elapsed time 5.317 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.669301 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.62] INFO:root:Epoch[199] Elapsed time 4.918 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.617578 INFO:root:Loading parameters from best epoch (196) INFO:root:Final loss: 5.369104299545288 (occurred at epoch 196) INFO:root:End model training Running evaluation: 100%|██████████| 48000/48000 [22:25<00:00, 35.68it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.010884 0.135959 14.123095 0.121055 0.078835 seed epochs num_batches 0 51 200 100
Out[9]:
| MASE | sMAPE | MSIS | wQuantileLoss[0.5] | wQuantileLoss[0.9] | seed | epochs | num_batches | |
|---|---|---|---|---|---|---|---|---|
| 0 | 1.061543 | 0.135874 | 17.389074 | 0.121562 | 0.079797 | 42 | 200 | 100 |
| 0 | 1.223634 | 0.141103 | 23.008307 | 0.128918 | 0.100161 | 43 | 200 | 100 |
| 0 | 1.016623 | 0.135980 | 13.484483 | 0.121251 | 0.079161 | 44 | 200 | 100 |
| 0 | 1.069797 | 0.135532 | 15.341745 | 0.123141 | 0.081653 | 45 | 200 | 100 |
| 0 | 1.100655 | 0.138848 | 21.248001 | 0.124539 | 0.087922 | 46 | 200 | 100 |
| 0 | 1.113555 | 0.137538 | 16.735529 | 0.125970 | 0.087688 | 47 | 200 | 100 |
| 0 | 1.054130 | 0.137599 | 16.440420 | 0.123027 | 0.082852 | 48 | 200 | 100 |
| 0 | 1.008131 | 0.135477 | 16.021598 | 0.121449 | 0.081853 | 49 | 200 | 100 |
| 0 | 1.023390 | 0.136453 | 17.571283 | 0.121300 | 0.081454 | 50 | 200 | 100 |
| 0 | 1.010884 | 0.135959 | 14.123095 | 0.121055 | 0.078835 | 51 | 200 | 100 |
In [10]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb
[NbConvertApp] Converting notebook gluonts-use_multiple_static_feats.ipynb to html [NbConvertApp] Writing 3577765 bytes to ../html_outputs/gluonts-use_multiple_static_feats.html
m4_quarterly vs. m4_quarterly_domain¶
In [11]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_quarterly", seed=i, epochs=100, batches=100)
pprint(df)
results = results.append(df)
results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training
Seed: 42
INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=7.94] INFO:root:Epoch[0] Elapsed time 2.715 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.942105 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=7.42] INFO:root:Epoch[1] Elapsed time 2.691 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.423096 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=7.15] INFO:root:Epoch[2] Elapsed time 2.717 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.151132 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=7.22] INFO:root:Epoch[3] Elapsed time 2.680 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.224844 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=7.1] INFO:root:Epoch[4] Elapsed time 2.713 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.099120 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:03<00:00, 32.27it/s, avg_epoch_loss=7.32] INFO:root:Epoch[5] Elapsed time 3.102 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.319268 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.65it/s, avg_epoch_loss=7.19] INFO:root:Epoch[6] Elapsed time 2.807 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.190751 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.96it/s, avg_epoch_loss=7.03] INFO:root:Epoch[7] Elapsed time 2.784 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.027769 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.03it/s, avg_epoch_loss=7.11] INFO:root:Epoch[8] Elapsed time 2.631 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.112471 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.83] INFO:root:Epoch[9] Elapsed time 2.704 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.834794 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.94] INFO:root:Epoch[10] Elapsed time 2.710 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.942741 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.91] INFO:root:Epoch[11] Elapsed time 2.704 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.911343 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=7.04] INFO:root:Epoch[12] Elapsed time 2.711 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.043922 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=7.03] INFO:root:Epoch[13] Elapsed time 2.727 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.025294 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.86] INFO:root:Epoch[14] Elapsed time 2.680 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.863774 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.79] INFO:root:Epoch[15] Elapsed time 2.707 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.794396 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.82] INFO:root:Epoch[16] Elapsed time 2.654 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.818382 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.69] INFO:root:Epoch[17] Elapsed time 2.692 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.686519 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.8] INFO:root:Epoch[18] Elapsed time 2.669 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.796929 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.8] INFO:root:Epoch[19] Elapsed time 2.666 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.796793 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.97] INFO:root:Epoch[20] Elapsed time 2.672 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.965801 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.88it/s, avg_epoch_loss=6.81] INFO:root:Epoch[21] Elapsed time 2.643 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.810368 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.82] INFO:root:Epoch[22] Elapsed time 2.697 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.819416 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.29it/s, avg_epoch_loss=6.86] INFO:root:Epoch[23] Elapsed time 2.615 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.864743 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.45] INFO:root:Epoch[24] Elapsed time 2.645 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.445670 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.73] INFO:root:Epoch[25] Elapsed time 2.662 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.726551 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.73] INFO:root:Epoch[26] Elapsed time 2.710 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.729917 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.84it/s, avg_epoch_loss=6.72] INFO:root:Epoch[27] Elapsed time 2.645 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.717501 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.84] INFO:root:Epoch[28] Elapsed time 2.694 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.844546 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.85it/s, avg_epoch_loss=6.77] INFO:root:Epoch[29] Elapsed time 2.645 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.767908 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=6.72] INFO:root:Epoch[30] Elapsed time 2.727 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.719975 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.13it/s, avg_epoch_loss=6.68] INFO:root:Epoch[31] Elapsed time 2.626 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.677872 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.52] INFO:root:Epoch[32] Elapsed time 2.724 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.522856 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.67] INFO:root:Epoch[33] Elapsed time 2.663 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.665668 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.64] INFO:root:Epoch[34] Elapsed time 2.679 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.644973 INFO:root:Loading parameters from best epoch (24) INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.95] INFO:root:Epoch[35] Elapsed time 2.678 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.946360 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.58] INFO:root:Epoch[36] Elapsed time 2.691 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.582107 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.67] INFO:root:Epoch[37] Elapsed time 2.735 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.670232 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.8] INFO:root:Epoch[38] Elapsed time 2.703 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.798485 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.41] INFO:root:Epoch[39] Elapsed time 2.710 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.410177 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.74] INFO:root:Epoch[40] Elapsed time 2.667 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.739281 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.73] INFO:root:Epoch[41] Elapsed time 2.670 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.732502 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 38.05it/s, avg_epoch_loss=6.59] INFO:root:Epoch[42] Elapsed time 2.630 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.592463 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.77] INFO:root:Epoch[43] Elapsed time 2.680 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.769933 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.7] INFO:root:Epoch[44] Elapsed time 2.652 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.704324 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.55] INFO:root:Epoch[45] Elapsed time 2.703 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.550009 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 38.42it/s, avg_epoch_loss=6.55] INFO:root:Epoch[46] Elapsed time 2.605 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.545891 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.53] INFO:root:Epoch[47] Elapsed time 2.708 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.530862 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.62] INFO:root:Epoch[48] Elapsed time 2.688 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.622870 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.61] INFO:root:Epoch[49] Elapsed time 2.691 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.610113 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.86] INFO:root:Epoch[50] Elapsed time 2.660 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.855780 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.82it/s, avg_epoch_loss=6.53] INFO:root:Epoch[51] Elapsed time 2.647 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.530339 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.58] INFO:root:Epoch[52] Elapsed time 2.689 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.583855 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.75] INFO:root:Epoch[53] Elapsed time 2.652 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.748544 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.36] INFO:root:Epoch[54] Elapsed time 2.690 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.364630 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.74] INFO:root:Epoch[55] Elapsed time 2.686 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.743306 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.67] INFO:root:Epoch[56] Elapsed time 2.713 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.671712 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.85it/s, avg_epoch_loss=6.65] INFO:root:Epoch[57] Elapsed time 2.646 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.645689 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.73] INFO:root:Epoch[58] Elapsed time 2.709 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.730445 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.66] INFO:root:Epoch[59] Elapsed time 2.663 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.659102 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.55] INFO:root:Epoch[60] Elapsed time 2.706 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.549885 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.58] INFO:root:Epoch[61] Elapsed time 2.734 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.583008 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.98it/s, avg_epoch_loss=6.53] INFO:root:Epoch[62] Elapsed time 2.782 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.526799 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.63] INFO:root:Epoch[63] Elapsed time 2.750 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.632965 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.58] INFO:root:Epoch[64] Elapsed time 2.728 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.583614 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.71] INFO:root:Epoch[65] Elapsed time 2.691 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.707552 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.57] INFO:root:Epoch[66] Elapsed time 2.667 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.570186 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.58] INFO:root:Epoch[67] Elapsed time 2.691 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.577850 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.71] INFO:root:Epoch[68] Elapsed time 2.661 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.708756 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.32] INFO:root:Epoch[69] Elapsed time 2.702 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.316092 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.76] INFO:root:Epoch[70] Elapsed time 2.663 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.758787 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.59it/s, avg_epoch_loss=6.75] INFO:root:Epoch[71] Elapsed time 2.813 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.754663 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:03<00:00, 31.40it/s, avg_epoch_loss=6.65] INFO:root:Epoch[72] Elapsed time 3.187 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.648512 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.75] INFO:root:Epoch[73] Elapsed time 2.686 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.752397 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.63] INFO:root:Epoch[74] Elapsed time 2.740 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.628327 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.55] INFO:root:Epoch[75] Elapsed time 2.696 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.549365 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.59] INFO:root:Epoch[76] Elapsed time 2.733 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.585817 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.52] INFO:root:Epoch[77] Elapsed time 2.700 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.517616 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.61] INFO:root:Epoch[78] Elapsed time 2.686 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.609657 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.63] INFO:root:Epoch[79] Elapsed time 2.728 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.625192 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.78] INFO:root:Epoch[80] Elapsed time 2.684 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.776871 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.5] INFO:root:Epoch[81] Elapsed time 2.683 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.495804 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.6] INFO:root:Epoch[82] Elapsed time 2.732 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.598192 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.98it/s, avg_epoch_loss=6.73] INFO:root:Epoch[83] Elapsed time 2.635 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.725121 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.10it/s, avg_epoch_loss=6.25] INFO:root:Epoch[84] Elapsed time 2.772 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.251723 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.75] INFO:root:Epoch[85] Elapsed time 2.694 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.754749 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.69] INFO:root:Epoch[86] Elapsed time 2.688 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.689662 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.78it/s, avg_epoch_loss=6.59] INFO:root:Epoch[87] Elapsed time 2.798 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.585598 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.66] INFO:root:Epoch[88] Elapsed time 2.695 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.662218 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.61] INFO:root:Epoch[89] Elapsed time 2.655 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.609397 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.12it/s, avg_epoch_loss=6.48] INFO:root:Epoch[90] Elapsed time 2.772 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.482698 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.97it/s, avg_epoch_loss=6.6] INFO:root:Epoch[91] Elapsed time 2.637 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.602102 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.09it/s, avg_epoch_loss=6.46] INFO:root:Epoch[92] Elapsed time 2.854 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.458818 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.56it/s, avg_epoch_loss=6.7] INFO:root:Epoch[93] Elapsed time 2.815 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.697983 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.71] INFO:root:Epoch[94] Elapsed time 2.723 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.708282 INFO:root:Loading parameters from best epoch (84) INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.82] INFO:root:Epoch[95] Elapsed time 2.661 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.821097 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.57] INFO:root:Epoch[96] Elapsed time 2.669 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.573883 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.63it/s, avg_epoch_loss=6.54] INFO:root:Epoch[97] Elapsed time 2.809 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.539355 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.74] INFO:root:Epoch[98] Elapsed time 2.681 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.743116 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.28] INFO:root:Epoch[99] Elapsed time 2.679 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.277699 INFO:root:Loading parameters from best epoch (84) INFO:root:Final loss: 6.2517227268219 (occurred at epoch 84) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:37<00:00, 60.44it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.248867 0.105655 13.965085 0.09835 0.058025 seed epochs num_batches 0 42 100 100 Seed: 43
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=7.87] INFO:root:Epoch[0] Elapsed time 2.683 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.865177 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=7.5] INFO:root:Epoch[1] Elapsed time 2.673 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.497635 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=7.19] INFO:root:Epoch[2] Elapsed time 2.734 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.186385 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=7.21] INFO:root:Epoch[3] Elapsed time 2.683 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.214492 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=7.06] INFO:root:Epoch[4] Elapsed time 2.668 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.060974 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.50it/s, avg_epoch_loss=7.26] INFO:root:Epoch[5] Elapsed time 2.669 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.259612 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=7.09] INFO:root:Epoch[6] Elapsed time 2.662 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.086296 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.98] INFO:root:Epoch[7] Elapsed time 2.713 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.975951 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=7.09] INFO:root:Epoch[8] Elapsed time 2.637 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.089249 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.68] INFO:root:Epoch[9] Elapsed time 2.723 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.679936 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.89] INFO:root:Epoch[10] Elapsed time 2.679 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.890603 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.9] INFO:root:Epoch[11] Elapsed time 2.713 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.896337 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.32it/s, avg_epoch_loss=6.88] INFO:root:Epoch[12] Elapsed time 2.611 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.877741 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.98] INFO:root:Epoch[13] Elapsed time 2.678 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.976740 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.88] INFO:root:Epoch[14] Elapsed time 2.695 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.880461 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.78] INFO:root:Epoch[15] Elapsed time 2.703 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.775399 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.28it/s, avg_epoch_loss=6.77] INFO:root:Epoch[16] Elapsed time 2.614 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.767624 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.85it/s, avg_epoch_loss=6.64] INFO:root:Epoch[17] Elapsed time 2.794 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.637383 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.78] INFO:root:Epoch[18] Elapsed time 2.690 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.779466 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.74] INFO:root:Epoch[19] Elapsed time 2.677 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.739645 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.06it/s, avg_epoch_loss=6.95] INFO:root:Epoch[20] Elapsed time 2.775 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.946154 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.77] INFO:root:Epoch[21] Elapsed time 2.748 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.766857 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.69] INFO:root:Epoch[22] Elapsed time 2.710 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.689870 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.78] INFO:root:Epoch[23] Elapsed time 2.698 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.784684 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:03<00:00, 29.64it/s, avg_epoch_loss=6.47] INFO:root:Epoch[24] Elapsed time 3.378 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.469418 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.71] INFO:root:Epoch[25] Elapsed time 2.686 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.708700 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.72] INFO:root:Epoch[26] Elapsed time 2.741 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.721295 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.66] INFO:root:Epoch[27] Elapsed time 2.737 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.662942 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.79] INFO:root:Epoch[28] Elapsed time 2.685 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.794050 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.73] INFO:root:Epoch[29] Elapsed time 2.726 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.726129 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.58] INFO:root:Epoch[30] Elapsed time 2.692 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.584132 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.28it/s, avg_epoch_loss=6.56] INFO:root:Epoch[31] Elapsed time 2.758 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.561498 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.00it/s, avg_epoch_loss=6.54] INFO:root:Epoch[32] Elapsed time 2.859 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.536720 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.68] INFO:root:Epoch[33] Elapsed time 2.678 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.677860 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.63] INFO:root:Epoch[34] Elapsed time 2.751 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.628814 INFO:root:Loading parameters from best epoch (24) INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.78] INFO:root:Epoch[35] Elapsed time 2.689 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.779925 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.55it/s, avg_epoch_loss=6.69] INFO:root:Epoch[36] Elapsed time 2.816 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.694694 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.62] INFO:root:Epoch[37] Elapsed time 2.742 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.619777 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=6.75] INFO:root:Epoch[38] Elapsed time 2.638 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.751909 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.79it/s, avg_epoch_loss=6.38] INFO:root:Epoch[39] Elapsed time 2.800 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.383099 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.69] INFO:root:Epoch[40] Elapsed time 2.691 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.692479 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.64] INFO:root:Epoch[41] Elapsed time 2.713 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.643991 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.63] INFO:root:Epoch[42] Elapsed time 2.684 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.631245 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.08it/s, avg_epoch_loss=6.72] INFO:root:Epoch[43] Elapsed time 2.854 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.715668 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.84it/s, avg_epoch_loss=6.7] INFO:root:Epoch[44] Elapsed time 2.794 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.695248 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.58] INFO:root:Epoch[45] Elapsed time 2.690 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.581913 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 38.19it/s, avg_epoch_loss=6.57] INFO:root:Epoch[46] Elapsed time 2.621 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.568210 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.48] INFO:root:Epoch[47] Elapsed time 2.745 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.479578 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.61] INFO:root:Epoch[48] Elapsed time 2.676 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.613083 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.58] INFO:root:Epoch[49] Elapsed time 2.666 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.579013 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.82] INFO:root:Epoch[50] Elapsed time 2.703 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.819792 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.57] INFO:root:Epoch[51] Elapsed time 2.674 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.571928 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.57] INFO:root:Epoch[52] Elapsed time 2.738 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.569528 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.72] INFO:root:Epoch[53] Elapsed time 2.662 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.719365 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.73it/s, avg_epoch_loss=6.31] INFO:root:Epoch[54] Elapsed time 2.801 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.306026 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.71] INFO:root:Epoch[55] Elapsed time 2.661 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.710509 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.59] INFO:root:Epoch[56] Elapsed time 2.678 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.585117 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 38.15it/s, avg_epoch_loss=6.66] INFO:root:Epoch[57] Elapsed time 2.624 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.655129 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.64] INFO:root:Epoch[58] Elapsed time 2.703 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.635352 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.50it/s, avg_epoch_loss=6.58] INFO:root:Epoch[59] Elapsed time 2.821 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.580938 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.53] INFO:root:Epoch[60] Elapsed time 2.685 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.526893 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.43] INFO:root:Epoch[61] Elapsed time 2.704 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.431321 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.53] INFO:root:Epoch[62] Elapsed time 2.688 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.528278 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.67] INFO:root:Epoch[63] Elapsed time 2.660 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.665890 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.83it/s, avg_epoch_loss=6.57] INFO:root:Epoch[64] Elapsed time 2.795 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.569176 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.66it/s, avg_epoch_loss=6.7] INFO:root:Epoch[65] Elapsed time 2.807 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.696339 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.61] INFO:root:Epoch[66] Elapsed time 2.689 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.609442 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.54] INFO:root:Epoch[67] Elapsed time 2.740 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.536379 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.97it/s, avg_epoch_loss=6.66] INFO:root:Epoch[68] Elapsed time 2.637 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.655694 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.87it/s, avg_epoch_loss=6.28] INFO:root:Epoch[69] Elapsed time 2.790 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.279788 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.72] INFO:root:Epoch[70] Elapsed time 2.743 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.718187 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.62] INFO:root:Epoch[71] Elapsed time 2.697 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.621019 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.62] INFO:root:Epoch[72] Elapsed time 2.660 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.616780 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.47it/s, avg_epoch_loss=6.71] INFO:root:Epoch[73] Elapsed time 2.822 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.705092 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.6] INFO:root:Epoch[74] Elapsed time 2.698 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.596397 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.54] INFO:root:Epoch[75] Elapsed time 2.728 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.538474 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=6.44] INFO:root:Epoch[76] Elapsed time 2.639 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.436810 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.5] INFO:root:Epoch[77] Elapsed time 2.750 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.501742 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.36it/s, avg_epoch_loss=6.68] INFO:root:Epoch[78] Elapsed time 2.832 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.682345 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.5] INFO:root:Epoch[79] Elapsed time 2.740 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.503969 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.69] INFO:root:Epoch[80] Elapsed time 2.719 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.694750 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.58] INFO:root:Epoch[81] Elapsed time 2.727 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.581609 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.97it/s, avg_epoch_loss=6.53] INFO:root:Epoch[82] Elapsed time 2.784 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.530304 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.87it/s, avg_epoch_loss=6.61] INFO:root:Epoch[83] Elapsed time 2.644 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.609626 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.27] INFO:root:Epoch[84] Elapsed time 2.710 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.274360 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.69] INFO:root:Epoch[85] Elapsed time 2.717 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.691083 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.64] INFO:root:Epoch[86] Elapsed time 2.689 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.638692 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.61] INFO:root:Epoch[87] Elapsed time 2.656 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.612107 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.82it/s, avg_epoch_loss=6.69] INFO:root:Epoch[88] Elapsed time 2.795 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.685891 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.61] INFO:root:Epoch[89] Elapsed time 2.650 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.610187 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:03<00:00, 29.34it/s, avg_epoch_loss=6.51] INFO:root:Epoch[90] Elapsed time 3.410 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.514518 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=6.42] INFO:root:Epoch[91] Elapsed time 2.639 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.419688 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.49it/s, avg_epoch_loss=6.53] INFO:root:Epoch[92] Elapsed time 2.744 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.529675 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.69] INFO:root:Epoch[93] Elapsed time 2.664 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.687054 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.70it/s, avg_epoch_loss=6.58] INFO:root:Epoch[94] Elapsed time 2.654 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.578483 INFO:root:Loading parameters from best epoch (84) INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.68] INFO:root:Epoch[95] Elapsed time 2.712 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.683654 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.61] INFO:root:Epoch[96] Elapsed time 2.732 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.611457 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.49] INFO:root:Epoch[97] Elapsed time 2.708 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.485994 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.02it/s, avg_epoch_loss=6.65] INFO:root:Epoch[98] Elapsed time 2.632 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.648669 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.22it/s, avg_epoch_loss=6.27] INFO:root:Epoch[99] Elapsed time 2.764 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.269962 INFO:root:Loading parameters from best epoch (99) INFO:root:Final loss: 6.269961748123169 (occurred at epoch 99) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:35<00:00, 60.70it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.243648 0.105897 13.814923 0.09879 0.057794 seed epochs num_batches 0 43 100 100 Seed: 44
100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=8.08] INFO:root:Epoch[0] Elapsed time 2.758 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.079257 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=7.45] INFO:root:Epoch[1] Elapsed time 2.684 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.446292 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=7.21] INFO:root:Epoch[2] Elapsed time 2.707 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.209248 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=7.15] INFO:root:Epoch[3] Elapsed time 2.687 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.149324 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.79it/s, avg_epoch_loss=7.08] INFO:root:Epoch[4] Elapsed time 2.648 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.084701 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=7.3] INFO:root:Epoch[5] Elapsed time 2.686 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.299801 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=7.13] INFO:root:Epoch[6] Elapsed time 2.685 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.132530 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=7.02] INFO:root:Epoch[7] Elapsed time 2.720 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.020509 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.86it/s, avg_epoch_loss=7.15] INFO:root:Epoch[8] Elapsed time 2.643 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.154040 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.74] INFO:root:Epoch[9] Elapsed time 2.700 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.741141 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.9] INFO:root:Epoch[10] Elapsed time 2.682 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.896366 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.88] INFO:root:Epoch[11] Elapsed time 2.713 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.876995 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.9] INFO:root:Epoch[12] Elapsed time 2.679 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.896927 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=7.02] INFO:root:Epoch[13] Elapsed time 2.692 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.020260 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.89] INFO:root:Epoch[14] Elapsed time 2.689 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.894772 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.79] INFO:root:Epoch[15] Elapsed time 2.730 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.789430 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.15it/s, avg_epoch_loss=6.87] INFO:root:Epoch[16] Elapsed time 2.623 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.871005 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.37it/s, avg_epoch_loss=6.72] INFO:root:Epoch[17] Elapsed time 2.754 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.718543 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.77] INFO:root:Epoch[18] Elapsed time 2.699 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.771236 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.77it/s, avg_epoch_loss=6.71] INFO:root:Epoch[19] Elapsed time 2.649 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.708778 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.91] INFO:root:Epoch[20] Elapsed time 2.676 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.912521 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.73] INFO:root:Epoch[21] Elapsed time 2.678 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.733324 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.69] INFO:root:Epoch[22] Elapsed time 2.747 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.689783 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.01it/s, avg_epoch_loss=6.79] INFO:root:Epoch[23] Elapsed time 2.633 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.789460 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.53] INFO:root:Epoch[24] Elapsed time 2.683 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.528952 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.75] INFO:root:Epoch[25] Elapsed time 2.692 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.754033 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.69] INFO:root:Epoch[26] Elapsed time 2.717 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.694253 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.73] INFO:root:Epoch[27] Elapsed time 2.695 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.729395 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.78] INFO:root:Epoch[28] Elapsed time 2.690 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.782995 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.69] INFO:root:Epoch[29] Elapsed time 2.701 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.689637 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.7] INFO:root:Epoch[30] Elapsed time 2.711 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.697415 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.63] INFO:root:Epoch[31] Elapsed time 2.660 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.629714 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.49] INFO:root:Epoch[32] Elapsed time 2.731 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.485436 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.67] INFO:root:Epoch[33] Elapsed time 2.685 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.667255 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.90it/s, avg_epoch_loss=6.54] INFO:root:Epoch[34] Elapsed time 2.640 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.540831 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.71] INFO:root:Epoch[35] Elapsed time 2.658 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.705984 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.65] INFO:root:Epoch[36] Elapsed time 2.693 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.649549 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.61] INFO:root:Epoch[37] Elapsed time 2.707 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.612198 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.07it/s, avg_epoch_loss=6.7] INFO:root:Epoch[38] Elapsed time 2.630 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.702716 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.38] INFO:root:Epoch[39] Elapsed time 2.712 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.377573 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.7] INFO:root:Epoch[40] Elapsed time 2.692 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.703300 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.56] INFO:root:Epoch[41] Elapsed time 2.701 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.561377 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.7] INFO:root:Epoch[42] Elapsed time 2.666 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.703911 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:03<00:00, 29.33it/s, avg_epoch_loss=6.58] INFO:root:Epoch[43] Elapsed time 3.411 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.578751 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.6] INFO:root:Epoch[44] Elapsed time 2.678 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.604842 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.63] INFO:root:Epoch[45] Elapsed time 2.740 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.626780 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.73it/s, avg_epoch_loss=6.46] INFO:root:Epoch[46] Elapsed time 2.654 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.456842 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.46] INFO:root:Epoch[47] Elapsed time 2.717 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.457931 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.58] INFO:root:Epoch[48] Elapsed time 2.710 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.579749 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.41] INFO:root:Epoch[49] Elapsed time 2.676 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.411096 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.73] INFO:root:Epoch[50] Elapsed time 2.714 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.731690 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.64] INFO:root:Epoch[51] Elapsed time 2.699 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.641932 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.22it/s, avg_epoch_loss=6.47] INFO:root:Epoch[52] Elapsed time 2.763 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.469136 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.63] INFO:root:Epoch[53] Elapsed time 2.660 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.628235 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.16it/s, avg_epoch_loss=6.33] INFO:root:Epoch[54] Elapsed time 2.769 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.326133 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.63] INFO:root:Epoch[55] Elapsed time 2.683 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.633649 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.54] INFO:root:Epoch[56] Elapsed time 2.698 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.543487 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.61] INFO:root:Epoch[57] Elapsed time 2.651 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.606698 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.56] INFO:root:Epoch[58] Elapsed time 2.692 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.558693 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.55] INFO:root:Epoch[59] Elapsed time 2.685 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.552861 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.09it/s, avg_epoch_loss=6.59] INFO:root:Epoch[60] Elapsed time 2.773 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.586071 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.80it/s, avg_epoch_loss=6.42] INFO:root:Epoch[61] Elapsed time 2.648 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.416139 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.48] INFO:root:Epoch[62] Elapsed time 2.706 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.482233 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.58] INFO:root:Epoch[63] Elapsed time 2.771 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.581940 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.88it/s, avg_epoch_loss=6.43] INFO:root:Epoch[64] Elapsed time 2.643 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.433123 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.62] INFO:root:Epoch[65] Elapsed time 2.680 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.624070 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.61] INFO:root:Epoch[66] Elapsed time 2.778 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.608150 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.48] INFO:root:Epoch[67] Elapsed time 2.749 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.481771 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 38.32it/s, avg_epoch_loss=6.61] INFO:root:Epoch[68] Elapsed time 2.612 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.607652 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.27] INFO:root:Epoch[69] Elapsed time 2.751 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.271929 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.04it/s, avg_epoch_loss=6.62] INFO:root:Epoch[70] Elapsed time 2.856 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.622504 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.28it/s, avg_epoch_loss=6.54] INFO:root:Epoch[71] Elapsed time 2.758 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.544748 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.61] INFO:root:Epoch[72] Elapsed time 2.705 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.608002 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.55] INFO:root:Epoch[73] Elapsed time 2.714 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.547584 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.51] INFO:root:Epoch[74] Elapsed time 2.719 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.505148 INFO:root:Epoch[75] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.51] INFO:root:Epoch[75] Elapsed time 2.711 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.508561 INFO:root:Epoch[76] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.38] INFO:root:Epoch[76] Elapsed time 2.655 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.380082 INFO:root:Epoch[77] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=6.43] INFO:root:Epoch[77] Elapsed time 2.726 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.429675 INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.63] INFO:root:Epoch[78] Elapsed time 2.696 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.627721 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.43] INFO:root:Epoch[79] Elapsed time 2.681 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.432741 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.58] INFO:root:Epoch[80] Elapsed time 2.728 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.581134 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.42it/s, avg_epoch_loss=6.58] INFO:root:Epoch[81] Elapsed time 2.825 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.576675 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.37] INFO:root:Epoch[82] Elapsed time 2.780 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.368713 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.63] INFO:root:Epoch[83] Elapsed time 2.698 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.625733 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.23] INFO:root:Epoch[84] Elapsed time 2.725 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.225788 INFO:root:Epoch[85] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.63] INFO:root:Epoch[85] Elapsed time 2.661 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.630827 INFO:root:Epoch[86] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.54] INFO:root:Epoch[86] Elapsed time 2.696 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.543584 INFO:root:Epoch[87] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.59] INFO:root:Epoch[87] Elapsed time 2.652 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.585560 INFO:root:Epoch[88] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.55] INFO:root:Epoch[88] Elapsed time 2.675 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.550778 INFO:root:Epoch[89] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.5] INFO:root:Epoch[89] Elapsed time 2.677 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.497659 INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.53] INFO:root:Epoch[90] Elapsed time 2.704 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.526448 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.42] INFO:root:Epoch[91] Elapsed time 2.661 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.415611 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.49] INFO:root:Epoch[92] Elapsed time 2.692 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.485984 INFO:root:Epoch[93] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=6.63] INFO:root:Epoch[93] Elapsed time 2.726 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.634099 INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.39] INFO:root:Epoch[94] Elapsed time 2.682 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.394402 INFO:root:Loading parameters from best epoch (84) INFO:root:Epoch[95] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.59] INFO:root:Epoch[95] Elapsed time 2.678 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.593398 INFO:root:Epoch[96] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.56] INFO:root:Epoch[96] Elapsed time 2.707 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.564137 INFO:root:Epoch[97] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.41] INFO:root:Epoch[97] Elapsed time 2.728 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.414021 INFO:root:Epoch[98] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 38.08it/s, avg_epoch_loss=6.57] INFO:root:Epoch[98] Elapsed time 2.629 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.571436 INFO:root:Epoch[99] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.2] INFO:root:Epoch[99] Elapsed time 2.745 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.204809 INFO:root:Loading parameters from best epoch (99) INFO:root:Final loss: 6.204809045791626 (occurred at epoch 99) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:36<00:00, 60.53it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.408435 0.109901 14.885622 0.101922 0.058505 seed epochs num_batches 0 44 100 100 Seed: 45
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=7.92] INFO:root:Epoch[0] Elapsed time 2.691 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.920122 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.86it/s, avg_epoch_loss=7.5] INFO:root:Epoch[1] Elapsed time 2.791 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.499560 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=7.3] INFO:root:Epoch[2] Elapsed time 2.724 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.300397 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=7.26] INFO:root:Epoch[3] Elapsed time 2.702 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.263427 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=7.14] INFO:root:Epoch[4] Elapsed time 2.679 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.138301 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=7.31] INFO:root:Epoch[5] Elapsed time 2.685 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.311311 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=7.11] INFO:root:Epoch[6] Elapsed time 2.668 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.114132 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=7.03] INFO:root:Epoch[7] Elapsed time 2.704 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.030271 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.96it/s, avg_epoch_loss=7.15] INFO:root:Epoch[8] Elapsed time 2.636 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.148036 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.78] INFO:root:Epoch[9] Elapsed time 2.720 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.784360 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.99] INFO:root:Epoch[10] Elapsed time 2.678 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.991482 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.38it/s, avg_epoch_loss=7] INFO:root:Epoch[11] Elapsed time 2.608 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.995973 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=7] INFO:root:Epoch[12] Elapsed time 2.678 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.996725 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=7.05] INFO:root:Epoch[13] Elapsed time 2.666 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.045452 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.94] INFO:root:Epoch[14] Elapsed time 2.673 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.936773 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.8] INFO:root:Epoch[15] Elapsed time 2.712 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.802596 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.78it/s, avg_epoch_loss=6.94] INFO:root:Epoch[16] Elapsed time 2.582 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.935158 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.76] INFO:root:Epoch[17] Elapsed time 2.717 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.763803 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.79] INFO:root:Epoch[18] Elapsed time 2.720 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.794946 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.85] INFO:root:Epoch[19] Elapsed time 2.674 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.850105 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=7.12] INFO:root:Epoch[20] Elapsed time 2.688 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.121811 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.61] INFO:root:Epoch[21] Elapsed time 2.671 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.609259 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.89] INFO:root:Epoch[22] Elapsed time 2.676 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.894310 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.9] INFO:root:Epoch[23] Elapsed time 2.689 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.902745 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.54] INFO:root:Epoch[24] Elapsed time 2.654 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.543702 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.86it/s, avg_epoch_loss=6.81] INFO:root:Epoch[25] Elapsed time 2.791 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.806158 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.72] INFO:root:Epoch[26] Elapsed time 2.728 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.722578 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.72] INFO:root:Epoch[27] Elapsed time 2.664 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.721603 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.87] INFO:root:Epoch[28] Elapsed time 2.703 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.869748 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.78] INFO:root:Epoch[29] Elapsed time 2.667 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.778415 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.67] INFO:root:Epoch[30] Elapsed time 2.716 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.670422 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.72] INFO:root:Epoch[31] Elapsed time 2.671 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.721935 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.35it/s, avg_epoch_loss=6.52] INFO:root:Epoch[32] Elapsed time 2.755 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.524527 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.64] INFO:root:Epoch[33] Elapsed time 2.653 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.640189 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.76] INFO:root:Epoch[34] Elapsed time 2.746 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.757123 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.9] INFO:root:Epoch[35] Elapsed time 2.659 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.898319 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.49] INFO:root:Epoch[36] Elapsed time 2.681 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.494417 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.67] INFO:root:Epoch[37] Elapsed time 2.708 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.666554 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.75] INFO:root:Epoch[38] Elapsed time 2.712 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.745891 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.4] INFO:root:Epoch[39] Elapsed time 2.658 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.399629 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.64] INFO:root:Epoch[40] Elapsed time 2.671 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.639338 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.64] INFO:root:Epoch[41] Elapsed time 2.675 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.640287 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.45it/s, avg_epoch_loss=6.58] INFO:root:Epoch[42] Elapsed time 2.824 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.576467 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.7] INFO:root:Epoch[43] Elapsed time 2.700 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.699647 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.35it/s, avg_epoch_loss=6.64] INFO:root:Epoch[44] Elapsed time 2.755 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.643244 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.54] INFO:root:Epoch[45] Elapsed time 2.716 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.537565 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.17it/s, avg_epoch_loss=6.58] INFO:root:Epoch[46] Elapsed time 2.622 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.576679 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.29it/s, avg_epoch_loss=6.48] INFO:root:Epoch[47] Elapsed time 2.835 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.482438 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.87it/s, avg_epoch_loss=6.62] INFO:root:Epoch[48] Elapsed time 2.792 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.617683 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.6] INFO:root:Epoch[49] Elapsed time 2.678 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.596583 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.77] INFO:root:Epoch[50] Elapsed time 2.745 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.767306 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.58] INFO:root:Epoch[51] Elapsed time 2.691 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.583199 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.57] INFO:root:Epoch[52] Elapsed time 2.727 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.572387 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.65] INFO:root:Epoch[53] Elapsed time 2.648 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.654369 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.19it/s, avg_epoch_loss=6.35] INFO:root:Epoch[54] Elapsed time 2.767 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.354091 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.55it/s, avg_epoch_loss=6.64] INFO:root:Epoch[55] Elapsed time 2.815 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.638603 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.64] INFO:root:Epoch[56] Elapsed time 2.688 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.639309 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.54] INFO:root:Epoch[57] Elapsed time 2.660 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.538508 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.24it/s, avg_epoch_loss=6.7] INFO:root:Epoch[58] Elapsed time 2.763 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.703904 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.65] INFO:root:Epoch[59] Elapsed time 2.684 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.646794 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.51] INFO:root:Epoch[60] Elapsed time 2.717 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.513641 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 38.17it/s, avg_epoch_loss=6.48] INFO:root:Epoch[61] Elapsed time 2.623 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.481434 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:03<00:00, 31.70it/s, avg_epoch_loss=6.48] INFO:root:Epoch[62] Elapsed time 3.158 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.477158 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 34.72it/s, avg_epoch_loss=6.55] INFO:root:Epoch[63] Elapsed time 2.882 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.551603 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.57] INFO:root:Epoch[64] Elapsed time 2.718 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.568974 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.74] INFO:root:Epoch[65] Elapsed time 2.678 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.739656 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.55] INFO:root:Epoch[66] Elapsed time 2.697 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.547382 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.5] INFO:root:Epoch[67] Elapsed time 2.723 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.496027 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.69] INFO:root:Epoch[68] Elapsed time 2.733 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.692964 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.26] INFO:root:Epoch[69] Elapsed time 2.697 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.257921 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.66] INFO:root:Epoch[70] Elapsed time 2.722 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.656764 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.63] INFO:root:Epoch[71] Elapsed time 2.667 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.632819 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.49] INFO:root:Epoch[72] Elapsed time 2.672 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.492096 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.67] INFO:root:Epoch[73] Elapsed time 2.694 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.670853 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.63] INFO:root:Epoch[74] Elapsed time 2.666 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.625357 INFO:root:Epoch[75] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.49] INFO:root:Epoch[75] Elapsed time 2.721 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.487152 INFO:root:Epoch[76] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 38.72it/s, avg_epoch_loss=6.52] INFO:root:Epoch[76] Elapsed time 2.585 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.521171 INFO:root:Epoch[77] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.47] INFO:root:Epoch[77] Elapsed time 2.713 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.471409 INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.52] INFO:root:Epoch[78] Elapsed time 2.682 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.520234 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.58] INFO:root:Epoch[79] Elapsed time 2.737 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.584654 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.75] INFO:root:Epoch[80] Elapsed time 2.669 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.749841 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.44] INFO:root:Epoch[81] Elapsed time 2.659 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.443236 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.74it/s, avg_epoch_loss=6.52] INFO:root:Epoch[82] Elapsed time 2.801 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.515173 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.66] INFO:root:Epoch[83] Elapsed time 2.720 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.657371 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.21] INFO:root:Epoch[84] Elapsed time 2.700 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.207726 INFO:root:Epoch[85] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.74it/s, avg_epoch_loss=6.68] INFO:root:Epoch[85] Elapsed time 2.799 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.682232 INFO:root:Epoch[86] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.64] INFO:root:Epoch[86] Elapsed time 2.687 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.636413 INFO:root:Epoch[87] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.67it/s, avg_epoch_loss=6.46] INFO:root:Epoch[87] Elapsed time 2.807 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.459846 INFO:root:Epoch[88] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.65] INFO:root:Epoch[88] Elapsed time 2.757 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.649727 INFO:root:Epoch[89] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.56] INFO:root:Epoch[89] Elapsed time 2.649 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.564543 INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.52it/s, avg_epoch_loss=6.45] INFO:root:Epoch[90] Elapsed time 2.819 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.449227 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 38.59it/s, avg_epoch_loss=6.48] INFO:root:Epoch[91] Elapsed time 2.595 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.480684 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.44] INFO:root:Epoch[92] Elapsed time 2.796 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.437650 INFO:root:Epoch[93] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.56it/s, avg_epoch_loss=6.6] INFO:root:Epoch[93] Elapsed time 2.814 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.599815 INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.54] INFO:root:Epoch[94] Elapsed time 2.675 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.537138 INFO:root:Loading parameters from best epoch (84) INFO:root:Epoch[95] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.74] INFO:root:Epoch[95] Elapsed time 2.675 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.742453 INFO:root:Epoch[96] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.38] INFO:root:Epoch[96] Elapsed time 2.671 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.376598 INFO:root:Epoch[97] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.5] INFO:root:Epoch[97] Elapsed time 2.685 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.500089 INFO:root:Epoch[98] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.7] INFO:root:Epoch[98] Elapsed time 2.691 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.695989 INFO:root:Epoch[99] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.2] INFO:root:Epoch[99] Elapsed time 2.679 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.201632 INFO:root:Loading parameters from best epoch (99) INFO:root:Final loss: 6.201631913185119 (occurred at epoch 99) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:35<00:00, 60.68it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 1.266834 0.10702 13.366846 0.100063 0.05833 45 epochs num_batches 0 100 100 Seed: 46
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=8.16] INFO:root:Epoch[0] Elapsed time 2.666 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.161189 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=7.47] INFO:root:Epoch[1] Elapsed time 2.678 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.465648 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.37it/s, avg_epoch_loss=7.14] INFO:root:Epoch[2] Elapsed time 2.752 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.137339 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=7.17] INFO:root:Epoch[3] Elapsed time 2.731 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.173562 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=7.07] INFO:root:Epoch[4] Elapsed time 2.679 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.073528 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=7.32] INFO:root:Epoch[5] Elapsed time 2.666 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.324435 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=7.09] INFO:root:Epoch[6] Elapsed time 2.724 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.088240 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=7.01] INFO:root:Epoch[7] Elapsed time 2.717 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.010915 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.04it/s, avg_epoch_loss=7.17] INFO:root:Epoch[8] Elapsed time 2.777 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.170348 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.82] INFO:root:Epoch[9] Elapsed time 2.704 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.823311 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.95] INFO:root:Epoch[10] Elapsed time 2.667 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.951375 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.93] INFO:root:Epoch[11] Elapsed time 2.697 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.933106 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.88] INFO:root:Epoch[12] Elapsed time 2.677 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.877270 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=7.02] INFO:root:Epoch[13] Elapsed time 2.697 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.015189 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.88] INFO:root:Epoch[14] Elapsed time 2.756 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.884258 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:03<00:00, 29.56it/s, avg_epoch_loss=6.9] INFO:root:Epoch[15] Elapsed time 3.385 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.898707 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.39it/s, avg_epoch_loss=6.86] INFO:root:Epoch[16] Elapsed time 2.609 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.861552 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.69] INFO:root:Epoch[17] Elapsed time 2.723 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.688095 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.79it/s, avg_epoch_loss=6.82] INFO:root:Epoch[18] Elapsed time 2.796 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.820093 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.77] INFO:root:Epoch[19] Elapsed time 2.690 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.770107 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.99it/s, avg_epoch_loss=7.07] INFO:root:Epoch[20] Elapsed time 2.781 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.068791 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.84] INFO:root:Epoch[21] Elapsed time 2.683 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.837092 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.75it/s, avg_epoch_loss=6.74] INFO:root:Epoch[22] Elapsed time 2.800 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.741533 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.84] INFO:root:Epoch[23] Elapsed time 2.714 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.844127 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.49] INFO:root:Epoch[24] Elapsed time 2.739 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.493638 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.78] INFO:root:Epoch[25] Elapsed time 2.675 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.775388 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.64] INFO:root:Epoch[26] Elapsed time 2.660 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.641988 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.76] INFO:root:Epoch[27] Elapsed time 2.704 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.756501 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.83] INFO:root:Epoch[28] Elapsed time 2.748 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.831673 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.77] INFO:root:Epoch[29] Elapsed time 2.694 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.765686 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.67] INFO:root:Epoch[30] Elapsed time 2.701 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.673153 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.93it/s, avg_epoch_loss=6.64] INFO:root:Epoch[31] Elapsed time 2.639 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.636264 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.61] INFO:root:Epoch[32] Elapsed time 2.705 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.605355 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.69] INFO:root:Epoch[33] Elapsed time 2.711 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.690704 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.63] INFO:root:Epoch[34] Elapsed time 2.678 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.634160 INFO:root:Loading parameters from best epoch (24) INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.89] INFO:root:Epoch[35] Elapsed time 2.687 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.892367 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.75] INFO:root:Epoch[36] Elapsed time 2.667 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.748116 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.62it/s, avg_epoch_loss=6.68] INFO:root:Epoch[37] Elapsed time 2.809 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.677912 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.68] INFO:root:Epoch[38] Elapsed time 2.700 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.681551 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.4] INFO:root:Epoch[39] Elapsed time 2.693 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.396300 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.73] INFO:root:Epoch[40] Elapsed time 2.725 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.734672 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.68] INFO:root:Epoch[41] Elapsed time 2.730 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.681779 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.88it/s, avg_epoch_loss=6.76] INFO:root:Epoch[42] Elapsed time 2.789 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.756559 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.78] INFO:root:Epoch[43] Elapsed time 2.718 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.777333 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.96it/s, avg_epoch_loss=6.71] INFO:root:Epoch[44] Elapsed time 2.783 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.707055 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.62] INFO:root:Epoch[45] Elapsed time 2.737 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.620018 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.56] INFO:root:Epoch[46] Elapsed time 2.649 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.555498 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.58] INFO:root:Epoch[47] Elapsed time 2.755 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.577131 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.78it/s, avg_epoch_loss=6.62] INFO:root:Epoch[48] Elapsed time 2.800 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.616424 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.58] INFO:root:Epoch[49] Elapsed time 2.677 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.581102 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.92it/s, avg_epoch_loss=6.78] INFO:root:Epoch[50] Elapsed time 2.786 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.779088 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.7] INFO:root:Epoch[51] Elapsed time 2.736 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.702798 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=6.63] INFO:root:Epoch[52] Elapsed time 2.757 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.633307 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.72] INFO:root:Epoch[53] Elapsed time 2.740 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.716344 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 34.98it/s, avg_epoch_loss=6.32] INFO:root:Epoch[54] Elapsed time 2.862 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.322996 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.66it/s, avg_epoch_loss=6.75] INFO:root:Epoch[55] Elapsed time 2.657 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.750395 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.65it/s, avg_epoch_loss=6.64] INFO:root:Epoch[56] Elapsed time 2.809 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.635061 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 38.06it/s, avg_epoch_loss=6.75] INFO:root:Epoch[57] Elapsed time 2.630 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.753327 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.75] INFO:root:Epoch[58] Elapsed time 2.685 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.746602 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.64] INFO:root:Epoch[59] Elapsed time 2.722 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.636636 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.68] INFO:root:Epoch[60] Elapsed time 2.693 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.676620 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.49] INFO:root:Epoch[61] Elapsed time 2.653 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.487643 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.79it/s, avg_epoch_loss=6.52] INFO:root:Epoch[62] Elapsed time 2.796 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.520898 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.72] INFO:root:Epoch[63] Elapsed time 2.706 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.716678 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.51] INFO:root:Epoch[64] Elapsed time 2.671 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.512618 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.77] INFO:root:Epoch[65] Elapsed time 2.698 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.768851 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.71] INFO:root:Epoch[66] Elapsed time 2.660 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.706967 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.53] INFO:root:Epoch[67] Elapsed time 2.734 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.530485 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.7] INFO:root:Epoch[68] Elapsed time 2.715 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.699952 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.19it/s, avg_epoch_loss=6.37] INFO:root:Epoch[69] Elapsed time 2.766 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.367970 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.72] INFO:root:Epoch[70] Elapsed time 2.659 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.721567 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.66] INFO:root:Epoch[71] Elapsed time 2.717 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.663357 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.17it/s, avg_epoch_loss=6.75] INFO:root:Epoch[72] Elapsed time 2.767 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.751208 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.65] INFO:root:Epoch[73] Elapsed time 2.719 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.652305 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.58] INFO:root:Epoch[74] Elapsed time 2.656 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.578136 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[75] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.66it/s, avg_epoch_loss=6.64] INFO:root:Epoch[75] Elapsed time 2.808 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.642977 INFO:root:Epoch[76] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.5] INFO:root:Epoch[76] Elapsed time 2.674 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.503569 INFO:root:Epoch[77] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.64] INFO:root:Epoch[77] Elapsed time 2.719 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.639618 INFO:root:Epoch[78] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.78] INFO:root:Epoch[78] Elapsed time 2.671 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.784231 INFO:root:Epoch[79] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.59] INFO:root:Epoch[79] Elapsed time 2.707 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.592962 INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.76] INFO:root:Epoch[80] Elapsed time 2.707 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.763739 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:03<00:00, 30.18it/s, avg_epoch_loss=6.69] INFO:root:Epoch[81] Elapsed time 3.317 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.692728 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.5] INFO:root:Epoch[82] Elapsed time 2.719 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.501066 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.69] INFO:root:Epoch[83] Elapsed time 2.712 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.686873 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.35] INFO:root:Epoch[84] Elapsed time 2.714 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.347698 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[85] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.79] INFO:root:Epoch[85] Elapsed time 2.678 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.787123 INFO:root:Epoch[86] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.63] INFO:root:Epoch[86] Elapsed time 2.727 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.630565 INFO:root:Epoch[87] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.74] INFO:root:Epoch[87] Elapsed time 2.673 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.742745 INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.7] INFO:root:Epoch[88] Elapsed time 2.685 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.696431 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.61] INFO:root:Epoch[89] Elapsed time 2.718 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.610553 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.66] INFO:root:Epoch[90] Elapsed time 2.699 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.659409 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.49it/s, avg_epoch_loss=6.5] INFO:root:Epoch[91] Elapsed time 2.743 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.496628 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.94it/s, avg_epoch_loss=6.6] INFO:root:Epoch[92] Elapsed time 2.785 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.596684 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.51it/s, avg_epoch_loss=6.76] INFO:root:Epoch[93] Elapsed time 2.818 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.762014 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.61] INFO:root:Epoch[94] Elapsed time 2.663 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.612262 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.77] INFO:root:Epoch[95] Elapsed time 2.681 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.767054 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.59] INFO:root:Epoch[96] Elapsed time 2.655 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.591911 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.63it/s, avg_epoch_loss=6.55] INFO:root:Epoch[97] Elapsed time 2.809 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.551117 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.68] INFO:root:Epoch[98] Elapsed time 2.745 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.677464 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.34] INFO:root:Epoch[99] Elapsed time 2.769 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.344283 INFO:root:Loading parameters from best epoch (54) INFO:root:Final loss: 6.3229961633682255 (occurred at epoch 54) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:36<00:00, 60.53it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.354231 0.109373 16.548189 0.10531 0.063226 seed epochs num_batches 0 46 100 100 Seed: 47
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=7.84] INFO:root:Epoch[0] Elapsed time 2.677 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.835142 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=7.48] INFO:root:Epoch[1] Elapsed time 2.663 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.479339 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=7.2] INFO:root:Epoch[2] Elapsed time 2.684 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.202401 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.21it/s, avg_epoch_loss=7.23] INFO:root:Epoch[3] Elapsed time 2.764 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.229641 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=7.09] INFO:root:Epoch[4] Elapsed time 2.693 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.094886 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=7.27] INFO:root:Epoch[5] Elapsed time 2.673 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.266332 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.69it/s, avg_epoch_loss=7.07] INFO:root:Epoch[6] Elapsed time 2.805 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.066729 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.41it/s, avg_epoch_loss=7.08] INFO:root:Epoch[7] Elapsed time 2.827 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.075687 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=7.14] INFO:root:Epoch[8] Elapsed time 2.665 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.144018 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.8] INFO:root:Epoch[9] Elapsed time 2.713 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.795546 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.54it/s, avg_epoch_loss=6.93] INFO:root:Epoch[10] Elapsed time 2.816 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.933277 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.92] INFO:root:Epoch[11] Elapsed time 2.711 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.920642 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.31it/s, avg_epoch_loss=7] INFO:root:Epoch[12] Elapsed time 2.613 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.004685 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=7.08] INFO:root:Epoch[13] Elapsed time 2.759 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.076310 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.88] INFO:root:Epoch[14] Elapsed time 2.722 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.884457 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.92it/s, avg_epoch_loss=6.87] INFO:root:Epoch[15] Elapsed time 2.787 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.873568 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.95] INFO:root:Epoch[16] Elapsed time 2.714 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.948000 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 34.74it/s, avg_epoch_loss=6.77] INFO:root:Epoch[17] Elapsed time 2.881 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.771912 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.72] INFO:root:Epoch[18] Elapsed time 2.686 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.723667 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.78] INFO:root:Epoch[19] Elapsed time 2.750 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.779947 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 34.95it/s, avg_epoch_loss=7.01] INFO:root:Epoch[20] Elapsed time 2.864 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.014992 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.77] INFO:root:Epoch[21] Elapsed time 2.702 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.769829 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.08it/s, avg_epoch_loss=6.75] INFO:root:Epoch[22] Elapsed time 2.774 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.745503 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.81] INFO:root:Epoch[23] Elapsed time 2.727 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.809424 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.85it/s, avg_epoch_loss=6.6] INFO:root:Epoch[24] Elapsed time 2.645 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.601558 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.76] INFO:root:Epoch[25] Elapsed time 2.716 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.756570 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.79] INFO:root:Epoch[26] Elapsed time 2.685 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.793516 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.71] INFO:root:Epoch[27] Elapsed time 2.718 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.706142 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.82] INFO:root:Epoch[28] Elapsed time 2.696 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.821324 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.71] INFO:root:Epoch[29] Elapsed time 2.673 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.706933 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.69it/s, avg_epoch_loss=6.67] INFO:root:Epoch[30] Elapsed time 2.804 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.666123 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.78] INFO:root:Epoch[31] Elapsed time 2.695 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.778269 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.49] INFO:root:Epoch[32] Elapsed time 2.736 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.485393 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:03<00:00, 30.84it/s, avg_epoch_loss=6.67] INFO:root:Epoch[33] Elapsed time 3.246 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.674525 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.75] INFO:root:Epoch[34] Elapsed time 2.705 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.745022 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.91] INFO:root:Epoch[35] Elapsed time 2.687 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.912586 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.51] INFO:root:Epoch[36] Elapsed time 2.652 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.513926 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.72] INFO:root:Epoch[37] Elapsed time 2.745 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.721822 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.74] INFO:root:Epoch[38] Elapsed time 2.701 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.743462 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.73it/s, avg_epoch_loss=6.31] INFO:root:Epoch[39] Elapsed time 2.653 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.309936 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.69] INFO:root:Epoch[40] Elapsed time 2.708 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.693459 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.83it/s, avg_epoch_loss=6.64] INFO:root:Epoch[41] Elapsed time 2.795 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.641100 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.62] INFO:root:Epoch[42] Elapsed time 2.711 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.618337 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.69it/s, avg_epoch_loss=6.75] INFO:root:Epoch[43] Elapsed time 2.806 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.753164 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.86it/s, avg_epoch_loss=6.63] INFO:root:Epoch[44] Elapsed time 2.792 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.632991 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.60it/s, avg_epoch_loss=6.52] INFO:root:Epoch[45] Elapsed time 2.811 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.518793 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.65] INFO:root:Epoch[46] Elapsed time 2.733 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.646281 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.74it/s, avg_epoch_loss=6.51] INFO:root:Epoch[47] Elapsed time 2.800 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.509133 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.58] INFO:root:Epoch[48] Elapsed time 2.682 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.580151 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.53] INFO:root:Epoch[49] Elapsed time 2.768 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.530649 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.89] INFO:root:Epoch[50] Elapsed time 2.794 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.889437 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.45] INFO:root:Epoch[51] Elapsed time 2.681 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.446391 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.53it/s, avg_epoch_loss=6.55] INFO:root:Epoch[52] Elapsed time 2.818 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.549723 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.66] INFO:root:Epoch[53] Elapsed time 2.754 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.662288 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.26] INFO:root:Epoch[54] Elapsed time 2.739 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.257233 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.65] INFO:root:Epoch[55] Elapsed time 2.673 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.646930 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.63] INFO:root:Epoch[56] Elapsed time 2.681 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.633288 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.53] INFO:root:Epoch[57] Elapsed time 2.712 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.529682 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.67] INFO:root:Epoch[58] Elapsed time 2.694 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.674323 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.59] INFO:root:Epoch[59] Elapsed time 2.687 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.593870 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.49] INFO:root:Epoch[60] Elapsed time 2.714 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.487097 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 38.23it/s, avg_epoch_loss=6.58] INFO:root:Epoch[61] Elapsed time 2.619 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.581066 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.4] INFO:root:Epoch[62] Elapsed time 2.728 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.395856 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=6.5] INFO:root:Epoch[63] Elapsed time 2.742 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.498208 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.73it/s, avg_epoch_loss=6.61] INFO:root:Epoch[64] Elapsed time 2.802 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.605964 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.85] INFO:root:Epoch[65] Elapsed time 2.684 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.853443 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.49] INFO:root:Epoch[66] Elapsed time 2.657 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.494707 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.55it/s, avg_epoch_loss=6.61] INFO:root:Epoch[67] Elapsed time 2.816 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.612485 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.66] INFO:root:Epoch[68] Elapsed time 2.717 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.660559 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.28] INFO:root:Epoch[69] Elapsed time 2.648 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.278217 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.62] INFO:root:Epoch[70] Elapsed time 2.702 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.620406 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.63] INFO:root:Epoch[71] Elapsed time 2.676 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.628025 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.54] INFO:root:Epoch[72] Elapsed time 2.668 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.542345 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.12it/s, avg_epoch_loss=6.62] INFO:root:Epoch[73] Elapsed time 2.773 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.622980 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.65] INFO:root:Epoch[74] Elapsed time 2.651 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.646435 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.51] INFO:root:Epoch[75] Elapsed time 2.708 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.505791 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 38.35it/s, avg_epoch_loss=6.54] INFO:root:Epoch[76] Elapsed time 2.611 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.542839 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.98it/s, avg_epoch_loss=6.5] INFO:root:Epoch[77] Elapsed time 2.782 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.499223 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.57] INFO:root:Epoch[78] Elapsed time 2.680 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.569685 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.61] INFO:root:Epoch[79] Elapsed time 2.765 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.614005 INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.86] INFO:root:Epoch[80] Elapsed time 2.674 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.861210 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.4] INFO:root:Epoch[81] Elapsed time 2.674 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.404303 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.54] INFO:root:Epoch[82] Elapsed time 2.689 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.537982 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.68] INFO:root:Epoch[83] Elapsed time 2.739 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.677966 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.50it/s, avg_epoch_loss=6.27] INFO:root:Epoch[84] Elapsed time 2.670 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.268535 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.16it/s, avg_epoch_loss=6.63] INFO:root:Epoch[85] Elapsed time 2.846 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.633238 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.6] INFO:root:Epoch[86] Elapsed time 2.735 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.603216 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.80it/s, avg_epoch_loss=6.55] INFO:root:Epoch[87] Elapsed time 2.648 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.553630 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.69] INFO:root:Epoch[88] Elapsed time 2.684 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.690184 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.6] INFO:root:Epoch[89] Elapsed time 2.668 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.595079 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.46] INFO:root:Epoch[90] Elapsed time 2.706 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.457289 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.6] INFO:root:Epoch[91] Elapsed time 2.747 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.603013 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.44it/s, avg_epoch_loss=6.41] INFO:root:Epoch[92] Elapsed time 2.746 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.407941 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.91it/s, avg_epoch_loss=6.63] INFO:root:Epoch[93] Elapsed time 2.787 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.630274 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.61] INFO:root:Epoch[94] Elapsed time 2.752 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.606715 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.73it/s, avg_epoch_loss=6.73] INFO:root:Epoch[95] Elapsed time 2.653 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.729173 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.6] INFO:root:Epoch[96] Elapsed time 2.749 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.603176 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.53] INFO:root:Epoch[97] Elapsed time 2.739 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.531841 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.74] INFO:root:Epoch[98] Elapsed time 2.705 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.738470 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 30.36it/s, avg_epoch_loss=6.33] INFO:root:Epoch[99] Elapsed time 3.297 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.330373 INFO:root:Loading parameters from best epoch (54) INFO:root:Final loss: 6.2572332239151 (occurred at epoch 54) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:35<00:00, 60.61it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.388626 0.108906 16.709962 0.102525 0.057422 seed epochs num_batches 0 47 100 100 Seed: 48
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=7.65] INFO:root:Epoch[0] Elapsed time 2.677 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.647230 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=7.38] INFO:root:Epoch[1] Elapsed time 2.671 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.375934 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=7.1] INFO:root:Epoch[2] Elapsed time 2.755 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.102318 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=7.16] INFO:root:Epoch[3] Elapsed time 2.742 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.160378 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=7.14] INFO:root:Epoch[4] Elapsed time 2.740 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.139199 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.01it/s, avg_epoch_loss=7.22] INFO:root:Epoch[5] Elapsed time 2.860 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.215071 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=7.11] INFO:root:Epoch[6] Elapsed time 2.671 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.111436 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.25it/s, avg_epoch_loss=7.06] INFO:root:Epoch[7] Elapsed time 2.841 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.055863 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=7.1] INFO:root:Epoch[8] Elapsed time 2.659 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.102159 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.8] INFO:root:Epoch[9] Elapsed time 2.694 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.801881 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.99it/s, avg_epoch_loss=6.95] INFO:root:Epoch[10] Elapsed time 2.781 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.947004 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.92] INFO:root:Epoch[11] Elapsed time 2.733 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.924895 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.94] INFO:root:Epoch[12] Elapsed time 2.682 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.940849 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.26it/s, avg_epoch_loss=7.01] INFO:root:Epoch[13] Elapsed time 2.762 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.008165 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.92] INFO:root:Epoch[14] Elapsed time 2.732 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.916642 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.31it/s, avg_epoch_loss=6.87] INFO:root:Epoch[15] Elapsed time 2.835 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.873284 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.81] INFO:root:Epoch[16] Elapsed time 2.753 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.807888 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.72] INFO:root:Epoch[17] Elapsed time 2.734 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.719796 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.84] INFO:root:Epoch[18] Elapsed time 2.714 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.843452 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.85it/s, avg_epoch_loss=6.76] INFO:root:Epoch[19] Elapsed time 2.644 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.760090 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.20it/s, avg_epoch_loss=7.02] INFO:root:Epoch[20] Elapsed time 2.766 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.024039 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.78] INFO:root:Epoch[21] Elapsed time 2.676 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.776891 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.73] INFO:root:Epoch[22] Elapsed time 2.741 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.734872 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.89] INFO:root:Epoch[23] Elapsed time 2.745 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.887679 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.45] INFO:root:Epoch[24] Elapsed time 2.693 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.448701 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.73] INFO:root:Epoch[25] Elapsed time 2.729 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.732675 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.72] INFO:root:Epoch[26] Elapsed time 2.706 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.724379 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.78] INFO:root:Epoch[27] Elapsed time 2.672 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.777456 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.81] INFO:root:Epoch[28] Elapsed time 2.711 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.810807 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.68] INFO:root:Epoch[29] Elapsed time 2.704 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.680522 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.76] INFO:root:Epoch[30] Elapsed time 2.737 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.764451 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.02it/s, avg_epoch_loss=6.64] INFO:root:Epoch[31] Elapsed time 2.633 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.639698 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.56] INFO:root:Epoch[32] Elapsed time 2.742 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.563072 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.67] INFO:root:Epoch[33] Elapsed time 2.707 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.666857 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.96it/s, avg_epoch_loss=6.57] INFO:root:Epoch[34] Elapsed time 2.782 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.574939 INFO:root:Loading parameters from best epoch (24) INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.84] INFO:root:Epoch[35] Elapsed time 2.697 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.843188 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.69] INFO:root:Epoch[36] Elapsed time 2.704 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.691269 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.24it/s, avg_epoch_loss=6.66] INFO:root:Epoch[37] Elapsed time 2.763 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.662586 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.8] INFO:root:Epoch[38] Elapsed time 2.673 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.796601 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.41] INFO:root:Epoch[39] Elapsed time 2.708 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.414011 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.74] INFO:root:Epoch[40] Elapsed time 2.664 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.741269 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.65] INFO:root:Epoch[41] Elapsed time 2.687 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.651029 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.66] INFO:root:Epoch[42] Elapsed time 2.658 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.659659 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.84] INFO:root:Epoch[43] Elapsed time 2.797 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.840932 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.68] INFO:root:Epoch[44] Elapsed time 2.679 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.681516 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=6.6] INFO:root:Epoch[45] Elapsed time 2.741 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.600783 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.93it/s, avg_epoch_loss=6.52] INFO:root:Epoch[46] Elapsed time 2.640 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.515875 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 34.92it/s, avg_epoch_loss=6.51] INFO:root:Epoch[47] Elapsed time 2.867 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.509868 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.66] INFO:root:Epoch[48] Elapsed time 2.657 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.658747 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.61] INFO:root:Epoch[49] Elapsed time 2.745 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.610682 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.76] INFO:root:Epoch[50] Elapsed time 2.666 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.758839 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 34.28it/s, avg_epoch_loss=6.66] INFO:root:Epoch[51] Elapsed time 2.921 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.663320 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:03<00:00, 32.94it/s, avg_epoch_loss=6.58] INFO:root:Epoch[52] Elapsed time 3.038 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.579830 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.32it/s, avg_epoch_loss=6.72] INFO:root:Epoch[53] Elapsed time 2.757 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.720247 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.35] INFO:root:Epoch[54] Elapsed time 2.662 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.348397 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.74] INFO:root:Epoch[55] Elapsed time 2.712 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.735908 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.68] INFO:root:Epoch[56] Elapsed time 2.696 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.683973 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.66] INFO:root:Epoch[57] Elapsed time 2.673 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.656640 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.73] INFO:root:Epoch[58] Elapsed time 2.726 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.732050 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.71] INFO:root:Epoch[59] Elapsed time 2.685 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.710344 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.55] INFO:root:Epoch[60] Elapsed time 2.737 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.545502 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 38.06it/s, avg_epoch_loss=6.55] INFO:root:Epoch[61] Elapsed time 2.630 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.554919 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.51] INFO:root:Epoch[62] Elapsed time 2.748 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.514643 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.65] INFO:root:Epoch[63] Elapsed time 2.715 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.654626 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.61] INFO:root:Epoch[64] Elapsed time 2.666 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.613530 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.73] INFO:root:Epoch[65] Elapsed time 2.694 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.726031 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.57] INFO:root:Epoch[66] Elapsed time 2.689 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.569916 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.56] INFO:root:Epoch[67] Elapsed time 2.714 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.561282 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.72] INFO:root:Epoch[68] Elapsed time 2.660 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.716456 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.33] INFO:root:Epoch[69] Elapsed time 2.727 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.330894 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.76] INFO:root:Epoch[70] Elapsed time 2.664 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.758651 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.68] INFO:root:Epoch[71] Elapsed time 2.686 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.683574 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.63] INFO:root:Epoch[72] Elapsed time 2.666 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.630553 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=6.69] INFO:root:Epoch[73] Elapsed time 2.656 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.689384 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.65] INFO:root:Epoch[74] Elapsed time 2.684 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.654138 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.57] INFO:root:Epoch[75] Elapsed time 2.683 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.565804 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 38.28it/s, avg_epoch_loss=6.52] INFO:root:Epoch[76] Elapsed time 2.616 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.515653 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.56] INFO:root:Epoch[77] Elapsed time 2.686 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.559052 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.69] INFO:root:Epoch[78] Elapsed time 2.666 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.691494 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.73it/s, avg_epoch_loss=6.58] INFO:root:Epoch[79] Elapsed time 2.652 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.577762 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.68] INFO:root:Epoch[80] Elapsed time 2.697 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.678083 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.64] INFO:root:Epoch[81] Elapsed time 2.680 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.640541 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.31it/s, avg_epoch_loss=6.55] INFO:root:Epoch[82] Elapsed time 2.834 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.545869 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.82it/s, avg_epoch_loss=6.63] INFO:root:Epoch[83] Elapsed time 2.647 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.627369 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.28] INFO:root:Epoch[84] Elapsed time 2.707 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.280252 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.74] INFO:root:Epoch[85] Elapsed time 2.673 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.744842 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.63] INFO:root:Epoch[86] Elapsed time 2.710 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.631229 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.62] INFO:root:Epoch[87] Elapsed time 2.670 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.618098 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.72] INFO:root:Epoch[88] Elapsed time 2.716 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.720705 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.65] INFO:root:Epoch[89] Elapsed time 2.694 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.648154 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.51] INFO:root:Epoch[90] Elapsed time 2.716 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.514868 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.77it/s, avg_epoch_loss=6.49] INFO:root:Epoch[91] Elapsed time 2.652 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.491825 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.51] INFO:root:Epoch[92] Elapsed time 2.739 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.514936 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.71] INFO:root:Epoch[93] Elapsed time 2.712 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.709180 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.90it/s, avg_epoch_loss=6.61] INFO:root:Epoch[94] Elapsed time 2.788 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.605722 INFO:root:Loading parameters from best epoch (84) INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.65] INFO:root:Epoch[95] Elapsed time 2.713 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.645385 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.44it/s, avg_epoch_loss=6.66] INFO:root:Epoch[96] Elapsed time 2.826 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.655011 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=6.5] INFO:root:Epoch[97] Elapsed time 2.759 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.502746 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.64] INFO:root:Epoch[98] Elapsed time 2.640 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.644102 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.27] INFO:root:Epoch[99] Elapsed time 2.733 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.272049 INFO:root:Loading parameters from best epoch (99) INFO:root:Final loss: 6.272048897743225 (occurred at epoch 99) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:34<00:00, 60.91it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 1.306202 0.107444 14.39694 0.099466 0.057484 48 epochs num_batches 0 100 100 Seed: 49
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=7.85] INFO:root:Epoch[0] Elapsed time 2.693 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.851343 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=7.47] INFO:root:Epoch[1] Elapsed time 2.724 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.473756 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=7.23] INFO:root:Epoch[2] Elapsed time 2.777 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.225400 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=7.2] INFO:root:Epoch[3] Elapsed time 2.752 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.202946 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.97] INFO:root:Epoch[4] Elapsed time 2.702 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.968793 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:03<00:00, 29.10it/s, avg_epoch_loss=7.26] INFO:root:Epoch[5] Elapsed time 3.439 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.262294 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.96it/s, avg_epoch_loss=7.09] INFO:root:Epoch[6] Elapsed time 2.783 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.089954 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.27it/s, avg_epoch_loss=7] INFO:root:Epoch[7] Elapsed time 2.838 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.997379 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=7.09] INFO:root:Epoch[8] Elapsed time 2.657 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.094691 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.74] INFO:root:Epoch[9] Elapsed time 2.724 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.738711 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.58it/s, avg_epoch_loss=6.94] INFO:root:Epoch[10] Elapsed time 2.813 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.936287 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.83] INFO:root:Epoch[11] Elapsed time 2.688 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.826666 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=6.86] INFO:root:Epoch[12] Elapsed time 2.637 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.859162 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.97] INFO:root:Epoch[13] Elapsed time 2.730 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.973270 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.83] INFO:root:Epoch[14] Elapsed time 2.713 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.828685 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.79] INFO:root:Epoch[15] Elapsed time 2.716 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.787905 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.79] INFO:root:Epoch[16] Elapsed time 2.729 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.794231 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.85it/s, avg_epoch_loss=6.67] INFO:root:Epoch[17] Elapsed time 2.792 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.671128 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.73it/s, avg_epoch_loss=6.8] INFO:root:Epoch[18] Elapsed time 2.801 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.800934 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.71] INFO:root:Epoch[19] Elapsed time 2.679 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.711344 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.86] INFO:root:Epoch[20] Elapsed time 2.702 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.855659 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.76] INFO:root:Epoch[21] Elapsed time 2.714 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.763620 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.89it/s, avg_epoch_loss=6.71] INFO:root:Epoch[22] Elapsed time 2.790 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.713683 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.8] INFO:root:Epoch[23] Elapsed time 2.668 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.795709 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 34.91it/s, avg_epoch_loss=6.5] INFO:root:Epoch[24] Elapsed time 2.867 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.500420 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.74] INFO:root:Epoch[25] Elapsed time 2.777 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.735602 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.49it/s, avg_epoch_loss=6.68] INFO:root:Epoch[26] Elapsed time 2.743 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.680221 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.87it/s, avg_epoch_loss=6.73] INFO:root:Epoch[27] Elapsed time 2.642 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.731856 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.79] INFO:root:Epoch[28] Elapsed time 2.749 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.792361 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.65] INFO:root:Epoch[29] Elapsed time 2.742 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.646868 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.66] INFO:root:Epoch[30] Elapsed time 2.742 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.663019 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.56] INFO:root:Epoch[31] Elapsed time 2.688 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.563139 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.57] INFO:root:Epoch[32] Elapsed time 2.731 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.571131 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.67] INFO:root:Epoch[33] Elapsed time 2.670 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.669264 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.64] INFO:root:Epoch[34] Elapsed time 2.661 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.638453 INFO:root:Loading parameters from best epoch (24) INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.77] INFO:root:Epoch[35] Elapsed time 2.711 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.766018 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=6.67] INFO:root:Epoch[36] Elapsed time 2.656 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.666769 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.6] INFO:root:Epoch[37] Elapsed time 2.692 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.595571 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.88it/s, avg_epoch_loss=6.72] INFO:root:Epoch[38] Elapsed time 2.643 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.720043 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.35] INFO:root:Epoch[39] Elapsed time 2.703 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.350952 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.94it/s, avg_epoch_loss=6.7] INFO:root:Epoch[40] Elapsed time 2.784 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.702512 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=6.62] INFO:root:Epoch[41] Elapsed time 2.756 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.618990 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.59] INFO:root:Epoch[42] Elapsed time 2.683 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.592780 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 34.96it/s, avg_epoch_loss=6.8] INFO:root:Epoch[43] Elapsed time 2.864 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.803815 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.68] INFO:root:Epoch[44] Elapsed time 2.703 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.677836 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.55] INFO:root:Epoch[45] Elapsed time 2.713 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.546728 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.13it/s, avg_epoch_loss=6.56] INFO:root:Epoch[46] Elapsed time 2.772 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.560495 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 34.66it/s, avg_epoch_loss=6.48] INFO:root:Epoch[47] Elapsed time 2.887 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.484436 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.64] INFO:root:Epoch[48] Elapsed time 2.691 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.640572 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.29it/s, avg_epoch_loss=6.62] INFO:root:Epoch[49] Elapsed time 2.836 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.619740 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.84] INFO:root:Epoch[50] Elapsed time 2.705 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.844076 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.53] INFO:root:Epoch[51] Elapsed time 2.758 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.525751 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.23it/s, avg_epoch_loss=6.61] INFO:root:Epoch[52] Elapsed time 2.841 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.606919 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.71] INFO:root:Epoch[53] Elapsed time 2.677 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.712042 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.19it/s, avg_epoch_loss=6.39] INFO:root:Epoch[54] Elapsed time 2.766 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.386039 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.61it/s, avg_epoch_loss=6.69] INFO:root:Epoch[55] Elapsed time 2.810 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.692610 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.64] INFO:root:Epoch[56] Elapsed time 2.745 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.643684 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.61] INFO:root:Epoch[57] Elapsed time 2.680 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.610244 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.77] INFO:root:Epoch[58] Elapsed time 2.706 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.765222 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.63] INFO:root:Epoch[59] Elapsed time 2.703 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.633430 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[60] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.53] INFO:root:Epoch[60] Elapsed time 2.733 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.533976 INFO:root:Epoch[61] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.58] INFO:root:Epoch[61] Elapsed time 2.647 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.575421 INFO:root:Epoch[62] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.51] INFO:root:Epoch[62] Elapsed time 2.750 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.513130 INFO:root:Epoch[63] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.68] INFO:root:Epoch[63] Elapsed time 2.702 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.682390 INFO:root:Epoch[64] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.62] INFO:root:Epoch[64] Elapsed time 2.690 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.619300 INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.37it/s, avg_epoch_loss=6.86] INFO:root:Epoch[65] Elapsed time 2.830 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.859745 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.49] INFO:root:Epoch[66] Elapsed time 2.705 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.493846 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.56] INFO:root:Epoch[67] Elapsed time 2.729 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.558873 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.67] INFO:root:Epoch[68] Elapsed time 2.670 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.672360 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.3] INFO:root:Epoch[69] Elapsed time 2.744 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.298844 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:03<00:00, 31.84it/s, avg_epoch_loss=6.71] INFO:root:Epoch[70] Elapsed time 3.143 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.710560 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 34.16it/s, avg_epoch_loss=6.69] INFO:root:Epoch[71] Elapsed time 2.929 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.694838 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.56] INFO:root:Epoch[72] Elapsed time 2.721 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.555306 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.72] INFO:root:Epoch[73] Elapsed time 2.688 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.715316 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.70it/s, avg_epoch_loss=6.63] INFO:root:Epoch[74] Elapsed time 2.655 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.633168 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.51] INFO:root:Epoch[75] Elapsed time 2.740 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.514673 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.06it/s, avg_epoch_loss=6.55] INFO:root:Epoch[76] Elapsed time 2.775 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.549440 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.45] INFO:root:Epoch[77] Elapsed time 2.744 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.446311 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.59] INFO:root:Epoch[78] Elapsed time 2.679 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.592662 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.66] INFO:root:Epoch[79] Elapsed time 2.665 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.658158 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.88] INFO:root:Epoch[80] Elapsed time 2.682 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.882273 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.39] INFO:root:Epoch[81] Elapsed time 2.662 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.394887 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.59] INFO:root:Epoch[82] Elapsed time 2.685 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.589642 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.71] INFO:root:Epoch[83] Elapsed time 2.688 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.705255 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.22] INFO:root:Epoch[84] Elapsed time 2.659 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.222298 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.69] INFO:root:Epoch[85] Elapsed time 2.730 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.692483 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.85it/s, avg_epoch_loss=6.66] INFO:root:Epoch[86] Elapsed time 2.794 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.663563 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.57] INFO:root:Epoch[87] Elapsed time 2.695 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.568294 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.76] INFO:root:Epoch[88] Elapsed time 2.728 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.762030 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.61] INFO:root:Epoch[89] Elapsed time 2.736 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.609054 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.28it/s, avg_epoch_loss=6.52] INFO:root:Epoch[90] Elapsed time 2.761 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.524327 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.70it/s, avg_epoch_loss=6.49] INFO:root:Epoch[91] Elapsed time 2.657 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.494368 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.44] INFO:root:Epoch[92] Elapsed time 2.760 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.444257 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.63] INFO:root:Epoch[93] Elapsed time 2.694 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.631191 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.63] INFO:root:Epoch[94] Elapsed time 2.689 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.631943 INFO:root:Loading parameters from best epoch (84) INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.83it/s, avg_epoch_loss=6.89] INFO:root:Epoch[95] Elapsed time 2.794 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.888409 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.38] INFO:root:Epoch[96] Elapsed time 2.678 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.381413 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.16it/s, avg_epoch_loss=6.62] INFO:root:Epoch[97] Elapsed time 2.768 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.618566 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.71] INFO:root:Epoch[98] Elapsed time 2.741 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.709893 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.25] INFO:root:Epoch[99] Elapsed time 2.705 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.248017 INFO:root:Loading parameters from best epoch (84) INFO:root:Final loss: 6.22229841709137 (occurred at epoch 84) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:36<00:00, 60.56it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.273232 0.106931 13.329161 0.099221 0.059957 seed epochs num_batches 0 49 100 100 Seed: 50
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=8.01] INFO:root:Epoch[0] Elapsed time 2.683 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.010451 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=7.52] INFO:root:Epoch[1] Elapsed time 2.653 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.518534 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=7.26] INFO:root:Epoch[2] Elapsed time 2.718 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.260536 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=7.19] INFO:root:Epoch[3] Elapsed time 2.704 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.193813 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.66it/s, avg_epoch_loss=7.07] INFO:root:Epoch[4] Elapsed time 2.658 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.072745 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=7.17] INFO:root:Epoch[5] Elapsed time 2.699 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.172095 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=7.12] INFO:root:Epoch[6] Elapsed time 2.744 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.119714 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=7.01] INFO:root:Epoch[7] Elapsed time 2.740 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.006990 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.77it/s, avg_epoch_loss=7.06] INFO:root:Epoch[8] Elapsed time 2.650 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.060410 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.76] INFO:root:Epoch[9] Elapsed time 2.682 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.761335 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.89] INFO:root:Epoch[10] Elapsed time 2.690 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.894266 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.87] INFO:root:Epoch[11] Elapsed time 2.705 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.867391 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.84] INFO:root:Epoch[12] Elapsed time 2.667 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.837720 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=7.07] INFO:root:Epoch[13] Elapsed time 2.720 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.066248 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.94] INFO:root:Epoch[14] Elapsed time 2.723 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.939214 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.18it/s, avg_epoch_loss=6.79] INFO:root:Epoch[15] Elapsed time 2.768 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.794264 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.79] INFO:root:Epoch[16] Elapsed time 2.652 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.788264 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 34.82it/s, avg_epoch_loss=6.73] INFO:root:Epoch[17] Elapsed time 2.874 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.728692 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.77] INFO:root:Epoch[18] Elapsed time 2.709 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.765304 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.73] INFO:root:Epoch[19] Elapsed time 2.681 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.727429 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.85] INFO:root:Epoch[20] Elapsed time 2.716 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.853912 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.74] INFO:root:Epoch[21] Elapsed time 2.676 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.736374 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.73] INFO:root:Epoch[22] Elapsed time 2.693 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.725270 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:03<00:00, 31.72it/s, avg_epoch_loss=6.8] INFO:root:Epoch[23] Elapsed time 3.155 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.804990 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.48] INFO:root:Epoch[24] Elapsed time 2.714 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.477546 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.73] INFO:root:Epoch[25] Elapsed time 2.739 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.733673 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.68] INFO:root:Epoch[26] Elapsed time 2.699 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.677370 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.63] INFO:root:Epoch[27] Elapsed time 2.676 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.626358 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.81] INFO:root:Epoch[28] Elapsed time 2.708 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.808128 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.75] INFO:root:Epoch[29] Elapsed time 2.686 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.748253 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.55] INFO:root:Epoch[30] Elapsed time 2.723 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.553924 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.02it/s, avg_epoch_loss=6.64] INFO:root:Epoch[31] Elapsed time 2.634 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.636912 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.54] INFO:root:Epoch[32] Elapsed time 2.754 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.540835 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.61] INFO:root:Epoch[33] Elapsed time 2.707 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.614842 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.67] INFO:root:Epoch[34] Elapsed time 2.717 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.666787 INFO:root:Loading parameters from best epoch (24) INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.9] INFO:root:Epoch[35] Elapsed time 2.713 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.896086 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.46] INFO:root:Epoch[36] Elapsed time 2.750 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.464204 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.68] INFO:root:Epoch[37] Elapsed time 2.706 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.679375 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.74] INFO:root:Epoch[38] Elapsed time 2.660 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.739416 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.34] INFO:root:Epoch[39] Elapsed time 2.647 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.344342 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.22it/s, avg_epoch_loss=6.7] INFO:root:Epoch[40] Elapsed time 2.763 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.696625 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.66] INFO:root:Epoch[41] Elapsed time 2.714 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.656000 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.58] INFO:root:Epoch[42] Elapsed time 2.718 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.578102 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.73] INFO:root:Epoch[43] Elapsed time 2.719 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.725951 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.63] INFO:root:Epoch[44] Elapsed time 2.680 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.632303 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.26it/s, avg_epoch_loss=6.56] INFO:root:Epoch[45] Elapsed time 2.762 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.556519 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 38.22it/s, avg_epoch_loss=6.63] INFO:root:Epoch[46] Elapsed time 2.618 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.631072 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 34.53it/s, avg_epoch_loss=6.48] INFO:root:Epoch[47] Elapsed time 2.899 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.478513 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.30it/s, avg_epoch_loss=6.6] INFO:root:Epoch[48] Elapsed time 2.835 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.599581 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.68] INFO:root:Epoch[49] Elapsed time 2.663 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.683291 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.81] INFO:root:Epoch[50] Elapsed time 2.702 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.807954 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.46] INFO:root:Epoch[51] Elapsed time 2.739 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.460844 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.59] INFO:root:Epoch[52] Elapsed time 2.712 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.587716 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.69] INFO:root:Epoch[53] Elapsed time 2.680 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.694310 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.29] INFO:root:Epoch[54] Elapsed time 2.698 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.286213 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.04it/s, avg_epoch_loss=6.7] INFO:root:Epoch[55] Elapsed time 2.777 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.703444 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.86it/s, avg_epoch_loss=6.7] INFO:root:Epoch[56] Elapsed time 2.643 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.701875 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.79it/s, avg_epoch_loss=6.55] INFO:root:Epoch[57] Elapsed time 2.650 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.551357 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.67] INFO:root:Epoch[58] Elapsed time 2.688 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.669425 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.6] INFO:root:Epoch[59] Elapsed time 2.700 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.596392 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.56] INFO:root:Epoch[60] Elapsed time 2.708 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.556758 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.51] INFO:root:Epoch[61] Elapsed time 2.717 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.514073 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.44] INFO:root:Epoch[62] Elapsed time 2.743 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.443623 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.6] INFO:root:Epoch[63] Elapsed time 2.649 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.600625 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.62] INFO:root:Epoch[64] Elapsed time 2.741 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.624649 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.79] INFO:root:Epoch[65] Elapsed time 2.699 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.785659 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.88it/s, avg_epoch_loss=6.44] INFO:root:Epoch[66] Elapsed time 2.789 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.437822 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.55] INFO:root:Epoch[67] Elapsed time 2.707 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.554467 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.66] INFO:root:Epoch[68] Elapsed time 2.657 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.663557 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.26] INFO:root:Epoch[69] Elapsed time 2.667 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.255767 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.69] INFO:root:Epoch[70] Elapsed time 2.709 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.692920 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.67] INFO:root:Epoch[71] Elapsed time 2.701 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.666488 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.59] INFO:root:Epoch[72] Elapsed time 2.718 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.593410 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.67] INFO:root:Epoch[73] Elapsed time 2.726 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.667236 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.62] INFO:root:Epoch[74] Elapsed time 2.752 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.619582 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 34.76it/s, avg_epoch_loss=6.49] INFO:root:Epoch[75] Elapsed time 2.881 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.489176 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.47] INFO:root:Epoch[76] Elapsed time 2.681 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.471853 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.53] INFO:root:Epoch[77] Elapsed time 2.713 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.532317 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.29it/s, avg_epoch_loss=6.66] INFO:root:Epoch[78] Elapsed time 2.838 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.659284 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.56] INFO:root:Epoch[79] Elapsed time 2.700 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.558500 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.64] INFO:root:Epoch[80] Elapsed time 2.728 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.641800 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.57] INFO:root:Epoch[81] Elapsed time 2.763 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.566195 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.57it/s, avg_epoch_loss=6.55] INFO:root:Epoch[82] Elapsed time 2.814 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.553417 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.68] INFO:root:Epoch[83] Elapsed time 2.640 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.680430 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.31] INFO:root:Epoch[84] Elapsed time 2.681 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.314673 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.69] INFO:root:Epoch[85] Elapsed time 2.726 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.690633 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.65] INFO:root:Epoch[86] Elapsed time 2.701 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.648439 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.58] INFO:root:Epoch[87] Elapsed time 2.660 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.580537 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.7] INFO:root:Epoch[88] Elapsed time 2.720 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.701877 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:03<00:00, 29.47it/s, avg_epoch_loss=6.59] INFO:root:Epoch[89] Elapsed time 3.397 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.588009 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.48] INFO:root:Epoch[90] Elapsed time 2.741 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.483397 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.53] INFO:root:Epoch[91] Elapsed time 2.690 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.531873 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.16it/s, avg_epoch_loss=6.52] INFO:root:Epoch[92] Elapsed time 2.770 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.515447 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.67] INFO:root:Epoch[93] Elapsed time 2.677 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.665032 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.62] INFO:root:Epoch[94] Elapsed time 2.718 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.623056 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.73] INFO:root:Epoch[95] Elapsed time 2.699 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.731300 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.46] INFO:root:Epoch[96] Elapsed time 2.665 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.460481 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.51it/s, avg_epoch_loss=6.58] INFO:root:Epoch[97] Elapsed time 2.820 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.582983 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.64] INFO:root:Epoch[98] Elapsed time 2.660 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.635925 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.25] INFO:root:Epoch[99] Elapsed time 2.719 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.252218 INFO:root:Loading parameters from best epoch (99) INFO:root:Final loss: 6.252217774391174 (occurred at epoch 99) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:34<00:00, 60.77it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.249911 0.106363 13.681802 0.099633 0.057815 seed epochs num_batches 0 50 100 100 Seed: 51
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=8.1] INFO:root:Epoch[0] Elapsed time 2.691 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.095867 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.32it/s, avg_epoch_loss=7.51] INFO:root:Epoch[1] Elapsed time 2.755 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.505631 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.65it/s, avg_epoch_loss=7.21] INFO:root:Epoch[2] Elapsed time 2.810 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.207628 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 34.84it/s, avg_epoch_loss=7.27] INFO:root:Epoch[3] Elapsed time 2.875 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.265840 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=7.14] INFO:root:Epoch[4] Elapsed time 2.693 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.144146 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=7.33] INFO:root:Epoch[5] Elapsed time 2.673 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.326746 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=7.08] INFO:root:Epoch[6] Elapsed time 2.712 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.084579 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=7.06] INFO:root:Epoch[7] Elapsed time 2.741 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.059505 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=7.16] INFO:root:Epoch[8] Elapsed time 2.723 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.158612 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.75] INFO:root:Epoch[9] Elapsed time 2.682 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.750974 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.90it/s, avg_epoch_loss=6.97] INFO:root:Epoch[10] Elapsed time 2.788 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.974407 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.97] INFO:root:Epoch[11] Elapsed time 2.698 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.971747 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.92] INFO:root:Epoch[12] Elapsed time 2.711 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.920336 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=7.01] INFO:root:Epoch[13] Elapsed time 2.723 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.011043 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.94] INFO:root:Epoch[14] Elapsed time 2.728 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.935382 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.81] INFO:root:Epoch[15] Elapsed time 2.714 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.808003 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.92it/s, avg_epoch_loss=6.91] INFO:root:Epoch[16] Elapsed time 2.641 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.911756 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.99it/s, avg_epoch_loss=6.75] INFO:root:Epoch[17] Elapsed time 2.781 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.745403 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.82] INFO:root:Epoch[18] Elapsed time 2.709 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.815964 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.92it/s, avg_epoch_loss=6.79] INFO:root:Epoch[19] Elapsed time 2.639 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.789640 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.91] INFO:root:Epoch[20] Elapsed time 2.674 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.913221 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.50it/s, avg_epoch_loss=6.82] INFO:root:Epoch[21] Elapsed time 2.670 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.823885 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.71] INFO:root:Epoch[22] Elapsed time 2.705 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.711271 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.82] INFO:root:Epoch[23] Elapsed time 2.654 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.824348 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.56] INFO:root:Epoch[24] Elapsed time 2.711 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.559524 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.72] INFO:root:Epoch[25] Elapsed time 2.675 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.718423 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.74] INFO:root:Epoch[26] Elapsed time 2.708 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.736918 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.83] INFO:root:Epoch[27] Elapsed time 2.676 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.825921 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.87] INFO:root:Epoch[28] Elapsed time 2.704 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.874498 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.7] INFO:root:Epoch[29] Elapsed time 2.662 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.700222 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.77] INFO:root:Epoch[30] Elapsed time 2.700 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.765361 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.55it/s, avg_epoch_loss=6.74] INFO:root:Epoch[31] Elapsed time 2.597 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.735108 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.55] INFO:root:Epoch[32] Elapsed time 2.724 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.548145 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.69] INFO:root:Epoch[33] Elapsed time 2.703 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.688582 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.75] INFO:root:Epoch[34] Elapsed time 2.725 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.751544 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.85] INFO:root:Epoch[35] Elapsed time 2.692 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.854037 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.51] INFO:root:Epoch[36] Elapsed time 2.688 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.505569 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.65] INFO:root:Epoch[37] Elapsed time 2.712 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.645284 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=6.76] INFO:root:Epoch[38] Elapsed time 2.637 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.757057 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.33] INFO:root:Epoch[39] Elapsed time 2.682 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.331447 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.62] INFO:root:Epoch[40] Elapsed time 2.717 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.619723 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.71] INFO:root:Epoch[41] Elapsed time 2.697 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.705972 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:03<00:00, 29.83it/s, avg_epoch_loss=6.57] INFO:root:Epoch[42] Elapsed time 3.355 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.570503 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=6.72] INFO:root:Epoch[43] Elapsed time 2.741 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.717591 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.64] INFO:root:Epoch[44] Elapsed time 2.685 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.643835 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 34.96it/s, avg_epoch_loss=6.53] INFO:root:Epoch[45] Elapsed time 2.864 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.529577 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.6] INFO:root:Epoch[46] Elapsed time 2.730 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.600608 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.53] INFO:root:Epoch[47] Elapsed time 2.745 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.528621 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.58] INFO:root:Epoch[48] Elapsed time 2.749 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.576395 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.6] INFO:root:Epoch[49] Elapsed time 2.711 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.599603 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.79] INFO:root:Epoch[50] Elapsed time 2.759 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.788124 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.48] INFO:root:Epoch[51] Elapsed time 2.706 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.478861 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.6] INFO:root:Epoch[52] Elapsed time 2.714 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.603878 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.01it/s, avg_epoch_loss=6.67] INFO:root:Epoch[53] Elapsed time 2.780 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.665882 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.26] INFO:root:Epoch[54] Elapsed time 2.718 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.262374 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.66] INFO:root:Epoch[55] Elapsed time 2.750 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.656000 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.40it/s, avg_epoch_loss=6.63] INFO:root:Epoch[56] Elapsed time 2.751 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.627939 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.59] INFO:root:Epoch[57] Elapsed time 2.674 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.589412 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.69] INFO:root:Epoch[58] Elapsed time 2.700 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.690714 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.63] INFO:root:Epoch[59] Elapsed time 2.680 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.630897 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.47] INFO:root:Epoch[60] Elapsed time 2.715 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.469978 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 38.09it/s, avg_epoch_loss=6.48] INFO:root:Epoch[61] Elapsed time 2.628 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.475580 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.45] INFO:root:Epoch[62] Elapsed time 2.715 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.450051 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.6] INFO:root:Epoch[63] Elapsed time 2.667 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.595793 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.52] INFO:root:Epoch[64] Elapsed time 2.672 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.515377 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.66] INFO:root:Epoch[65] Elapsed time 2.681 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.662854 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.65] INFO:root:Epoch[66] Elapsed time 2.693 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.650758 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=6.48] INFO:root:Epoch[67] Elapsed time 2.758 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.477710 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.90it/s, avg_epoch_loss=6.67] INFO:root:Epoch[68] Elapsed time 2.640 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.669175 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.28] INFO:root:Epoch[69] Elapsed time 2.709 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.280352 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.67] INFO:root:Epoch[70] Elapsed time 2.662 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.672859 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.57] INFO:root:Epoch[71] Elapsed time 2.699 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.566324 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.59] INFO:root:Epoch[72] Elapsed time 2.685 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.589851 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.54] INFO:root:Epoch[73] Elapsed time 2.676 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.541251 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.57] INFO:root:Epoch[74] Elapsed time 2.678 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.571970 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.54] INFO:root:Epoch[75] Elapsed time 2.703 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.541857 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.46] INFO:root:Epoch[76] Elapsed time 2.651 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.455298 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.49] INFO:root:Epoch[77] Elapsed time 2.705 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.488747 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.66] INFO:root:Epoch[78] Elapsed time 2.670 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.656641 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.66it/s, avg_epoch_loss=6.52] INFO:root:Epoch[79] Elapsed time 2.657 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.521190 INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.64] INFO:root:Epoch[80] Elapsed time 2.672 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.635313 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.55] INFO:root:Epoch[81] Elapsed time 2.675 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.546838 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.47] INFO:root:Epoch[82] Elapsed time 2.703 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.473641 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.92it/s, avg_epoch_loss=6.64] INFO:root:Epoch[83] Elapsed time 2.640 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.637233 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.25] INFO:root:Epoch[84] Elapsed time 2.688 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.246997 INFO:root:Epoch[85] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.67] INFO:root:Epoch[85] Elapsed time 2.689 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.669988 INFO:root:Epoch[86] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.54] INFO:root:Epoch[86] Elapsed time 2.721 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.539254 INFO:root:Epoch[87] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.59] INFO:root:Epoch[87] Elapsed time 2.651 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.593476 INFO:root:Epoch[88] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.66] INFO:root:Epoch[88] Elapsed time 2.696 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.660400 INFO:root:Epoch[89] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.56] INFO:root:Epoch[89] Elapsed time 2.686 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.561377 INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.5] INFO:root:Epoch[90] Elapsed time 2.709 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.497707 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.46] INFO:root:Epoch[91] Elapsed time 2.666 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.464132 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.51] INFO:root:Epoch[92] Elapsed time 2.731 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.510808 INFO:root:Epoch[93] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.62] INFO:root:Epoch[93] Elapsed time 2.714 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.621209 INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.44] INFO:root:Epoch[94] Elapsed time 2.691 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.439826 INFO:root:Loading parameters from best epoch (84) INFO:root:Epoch[95] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.57] INFO:root:Epoch[95] Elapsed time 2.706 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.572427 INFO:root:Epoch[96] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.61] INFO:root:Epoch[96] Elapsed time 2.685 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.609424 INFO:root:Epoch[97] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.46] INFO:root:Epoch[97] Elapsed time 2.737 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.459457 INFO:root:Epoch[98] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 38.02it/s, avg_epoch_loss=6.57] INFO:root:Epoch[98] Elapsed time 2.635 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.567510 INFO:root:Epoch[99] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.24] INFO:root:Epoch[99] Elapsed time 2.739 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.239610 INFO:root:Loading parameters from best epoch (99) INFO:root:Final loss: 6.239610452651977 (occurred at epoch 99) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:36<00:00, 60.48it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.366384 0.109019 14.959834 0.101153 0.056839 seed epochs num_batches 0 51 100 100
Out[11]:
| MASE | sMAPE | MSIS | wQuantileLoss[0.5] | wQuantileLoss[0.9] | seed | epochs | num_batches | |
|---|---|---|---|---|---|---|---|---|
| 0 | 1.248867 | 0.105655 | 13.965085 | 0.098350 | 0.058025 | 42 | 100 | 100 |
| 0 | 1.243648 | 0.105897 | 13.814923 | 0.098790 | 0.057794 | 43 | 100 | 100 |
| 0 | 1.408435 | 0.109901 | 14.885622 | 0.101922 | 0.058505 | 44 | 100 | 100 |
| 0 | 1.266834 | 0.107020 | 13.366846 | 0.100063 | 0.058330 | 45 | 100 | 100 |
| 0 | 1.354231 | 0.109373 | 16.548189 | 0.105310 | 0.063226 | 46 | 100 | 100 |
| 0 | 1.388626 | 0.108906 | 16.709962 | 0.102525 | 0.057422 | 47 | 100 | 100 |
| 0 | 1.306202 | 0.107444 | 14.396940 | 0.099466 | 0.057484 | 48 | 100 | 100 |
| 0 | 1.273232 | 0.106931 | 13.329161 | 0.099221 | 0.059957 | 49 | 100 | 100 |
| 0 | 1.249911 | 0.106363 | 13.681802 | 0.099633 | 0.057815 | 50 | 100 | 100 |
| 0 | 1.366384 | 0.109019 | 14.959834 | 0.101153 | 0.056839 | 51 | 100 | 100 |
In [12]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb
[NbConvertApp] Converting notebook gluonts-use_multiple_static_feats.ipynb to html [NbConvertApp] Writing 3776462 bytes to ../html_outputs/gluonts-use_multiple_static_feats.html
In [13]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_quarterly", seed=i, epochs=200, batches=100)
pprint(df)
results = results.append(df)
results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523 100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=7.94] INFO:root:Epoch[0] Elapsed time 2.703 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.942105 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=7.42] INFO:root:Epoch[1] Elapsed time 2.665 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.423096 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.80it/s, avg_epoch_loss=7.15] INFO:root:Epoch[2] Elapsed time 2.796 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.151132 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.04it/s, avg_epoch_loss=7.22] INFO:root:Epoch[3] Elapsed time 2.776 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.224844 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=7.1] INFO:root:Epoch[4] Elapsed time 2.662 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.099120 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.70it/s, avg_epoch_loss=7.32] INFO:root:Epoch[5] Elapsed time 2.655 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.319268 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=7.19] INFO:root:Epoch[6] Elapsed time 2.685 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.190751 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=7.03] INFO:root:Epoch[7] Elapsed time 2.736 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.027769 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.18it/s, avg_epoch_loss=7.11] INFO:root:Epoch[8] Elapsed time 2.621 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.112471 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.93it/s, avg_epoch_loss=6.83] INFO:root:Epoch[9] Elapsed time 2.785 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.834794 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.94] INFO:root:Epoch[10] Elapsed time 2.649 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.942741 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.51it/s, avg_epoch_loss=6.91] INFO:root:Epoch[11] Elapsed time 2.820 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.911343 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=7.04] INFO:root:Epoch[12] Elapsed time 2.642 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.043922 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=7.03] INFO:root:Epoch[13] Elapsed time 2.714 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.025294 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.86] INFO:root:Epoch[14] Elapsed time 2.750 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.863774 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.11it/s, avg_epoch_loss=6.79] INFO:root:Epoch[15] Elapsed time 2.851 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.794396 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.82] INFO:root:Epoch[16] Elapsed time 2.663 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.818382 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.41it/s, avg_epoch_loss=6.69] INFO:root:Epoch[17] Elapsed time 2.826 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.686519 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.8] INFO:root:Epoch[18] Elapsed time 2.698 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.796929 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.8] INFO:root:Epoch[19] Elapsed time 2.734 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.796793 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.97] INFO:root:Epoch[20] Elapsed time 2.682 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.965801 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.81] INFO:root:Epoch[21] Elapsed time 2.721 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.810368 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.84it/s, avg_epoch_loss=6.82] INFO:root:Epoch[22] Elapsed time 2.792 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.819416 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.27it/s, avg_epoch_loss=6.86] INFO:root:Epoch[23] Elapsed time 2.617 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.864743 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.45] INFO:root:Epoch[24] Elapsed time 2.697 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.445670 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.36it/s, avg_epoch_loss=6.73] INFO:root:Epoch[25] Elapsed time 2.830 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.726551 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.73] INFO:root:Epoch[26] Elapsed time 2.722 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.729917 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.72] INFO:root:Epoch[27] Elapsed time 2.708 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.717501 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.05it/s, avg_epoch_loss=6.84] INFO:root:Epoch[28] Elapsed time 2.777 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.844546 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.77] INFO:root:Epoch[29] Elapsed time 2.672 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.767908 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.85it/s, avg_epoch_loss=6.72] INFO:root:Epoch[30] Elapsed time 2.792 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.719975 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.68] INFO:root:Epoch[31] Elapsed time 2.673 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.677872 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.58it/s, avg_epoch_loss=6.52] INFO:root:Epoch[32] Elapsed time 2.737 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.522856 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.56it/s, avg_epoch_loss=6.67] INFO:root:Epoch[33] Elapsed time 2.816 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.665668 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.82it/s, avg_epoch_loss=6.64] INFO:root:Epoch[34] Elapsed time 2.795 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.644973 INFO:root:Loading parameters from best epoch (24) INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.54it/s, avg_epoch_loss=6.95] INFO:root:Epoch[35] Elapsed time 2.816 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.946360 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.16it/s, avg_epoch_loss=6.58] INFO:root:Epoch[36] Elapsed time 2.768 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.582107 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.67] INFO:root:Epoch[37] Elapsed time 2.697 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.670232 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.91it/s, avg_epoch_loss=6.8] INFO:root:Epoch[38] Elapsed time 2.787 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.798485 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.41] INFO:root:Epoch[39] Elapsed time 2.732 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.410177 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.74] INFO:root:Epoch[40] Elapsed time 2.663 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.739281 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.73] INFO:root:Epoch[41] Elapsed time 2.681 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.732502 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.89it/s, avg_epoch_loss=6.59] INFO:root:Epoch[42] Elapsed time 2.642 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.592463 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.77] INFO:root:Epoch[43] Elapsed time 2.704 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.769933 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.7] INFO:root:Epoch[44] Elapsed time 2.656 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.704324 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.55] INFO:root:Epoch[45] Elapsed time 2.796 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.550009 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 38.27it/s, avg_epoch_loss=6.55] INFO:root:Epoch[46] Elapsed time 2.616 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.545891 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.36it/s, avg_epoch_loss=6.53] INFO:root:Epoch[47] Elapsed time 2.832 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.530862 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.59it/s, avg_epoch_loss=6.62] INFO:root:Epoch[48] Elapsed time 2.813 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.622870 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.61] INFO:root:Epoch[49] Elapsed time 2.665 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.610113 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.86] INFO:root:Epoch[50] Elapsed time 2.695 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.855780 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.81it/s, avg_epoch_loss=6.53] INFO:root:Epoch[51] Elapsed time 2.648 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.530339 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.58] INFO:root:Epoch[52] Elapsed time 2.730 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.583855 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.40it/s, avg_epoch_loss=6.75] INFO:root:Epoch[53] Elapsed time 2.749 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.748544 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=6.36] INFO:root:Epoch[54] Elapsed time 2.757 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.364630 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.74] INFO:root:Epoch[55] Elapsed time 2.681 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.743306 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.67] INFO:root:Epoch[56] Elapsed time 2.735 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.671712 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.65] INFO:root:Epoch[57] Elapsed time 2.660 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.645689 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.73] INFO:root:Epoch[58] Elapsed time 2.711 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.730445 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.49it/s, avg_epoch_loss=6.66] INFO:root:Epoch[59] Elapsed time 2.822 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.659102 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:03<00:00, 29.87it/s, avg_epoch_loss=6.55] INFO:root:Epoch[60] Elapsed time 3.349 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.549885 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 38.12it/s, avg_epoch_loss=6.58] INFO:root:Epoch[61] Elapsed time 2.625 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.583008 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.49it/s, avg_epoch_loss=6.53] INFO:root:Epoch[62] Elapsed time 2.742 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.526799 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.63] INFO:root:Epoch[63] Elapsed time 2.677 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.632965 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.58] INFO:root:Epoch[64] Elapsed time 2.676 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.583614 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.71] INFO:root:Epoch[65] Elapsed time 2.702 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.707552 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.57] INFO:root:Epoch[66] Elapsed time 2.701 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.570186 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.58] INFO:root:Epoch[67] Elapsed time 2.709 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.577850 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.71] INFO:root:Epoch[68] Elapsed time 2.688 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.708756 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.32] INFO:root:Epoch[69] Elapsed time 2.694 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.316092 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.76] INFO:root:Epoch[70] Elapsed time 2.682 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.758787 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.75] INFO:root:Epoch[71] Elapsed time 2.684 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.754663 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.92it/s, avg_epoch_loss=6.65] INFO:root:Epoch[72] Elapsed time 2.641 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.648512 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.75] INFO:root:Epoch[73] Elapsed time 2.681 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.752397 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.77it/s, avg_epoch_loss=6.63] INFO:root:Epoch[74] Elapsed time 2.650 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.628327 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.55] INFO:root:Epoch[75] Elapsed time 2.708 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.549365 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 38.25it/s, avg_epoch_loss=6.59] INFO:root:Epoch[76] Elapsed time 2.617 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.585817 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.52] INFO:root:Epoch[77] Elapsed time 2.711 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.517616 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.61] INFO:root:Epoch[78] Elapsed time 2.668 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.609657 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.63] INFO:root:Epoch[79] Elapsed time 2.660 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.625192 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.78] INFO:root:Epoch[80] Elapsed time 2.670 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.776871 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.5] INFO:root:Epoch[81] Elapsed time 2.661 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.495804 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.6] INFO:root:Epoch[82] Elapsed time 2.701 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.598192 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.86it/s, avg_epoch_loss=6.73] INFO:root:Epoch[83] Elapsed time 2.644 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.725121 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.81it/s, avg_epoch_loss=6.25] INFO:root:Epoch[84] Elapsed time 2.649 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.251723 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.75] INFO:root:Epoch[85] Elapsed time 2.719 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.754749 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.69] INFO:root:Epoch[86] Elapsed time 2.685 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.689662 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.59] INFO:root:Epoch[87] Elapsed time 2.683 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.585598 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.66] INFO:root:Epoch[88] Elapsed time 2.711 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.662218 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.61] INFO:root:Epoch[89] Elapsed time 2.661 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.609397 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.48] INFO:root:Epoch[90] Elapsed time 2.750 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.482698 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 38.15it/s, avg_epoch_loss=6.6] INFO:root:Epoch[91] Elapsed time 2.624 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.602102 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.46] INFO:root:Epoch[92] Elapsed time 2.723 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.458818 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.7] INFO:root:Epoch[93] Elapsed time 2.737 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.697983 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.71] INFO:root:Epoch[94] Elapsed time 2.702 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.708282 INFO:root:Loading parameters from best epoch (84) INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.82] INFO:root:Epoch[95] Elapsed time 2.672 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.821097 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.57] INFO:root:Epoch[96] Elapsed time 2.689 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.573883 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.54] INFO:root:Epoch[97] Elapsed time 2.698 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.539355 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.74] INFO:root:Epoch[98] Elapsed time 2.722 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.743116 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.28] INFO:root:Epoch[99] Elapsed time 2.719 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.277699 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.76] INFO:root:Epoch[100] Elapsed time 2.751 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.761362 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.71] INFO:root:Epoch[101] Elapsed time 2.691 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.709033 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.61] INFO:root:Epoch[102] Elapsed time 2.700 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.613512 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.7] INFO:root:Epoch[103] Elapsed time 2.689 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.698796 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.63] INFO:root:Epoch[104] Elapsed time 2.769 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.629534 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.51] INFO:root:Epoch[105] Elapsed time 2.739 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.510958 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.6] INFO:root:Epoch[106] Elapsed time 2.691 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.596463 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.57it/s, avg_epoch_loss=6.46] INFO:root:Epoch[107] Elapsed time 2.814 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.455138 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.21it/s, avg_epoch_loss=6.66] INFO:root:Epoch[108] Elapsed time 2.765 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.661186 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.73] INFO:root:Epoch[109] Elapsed time 2.689 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.727572 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.80it/s, avg_epoch_loss=6.79] INFO:root:Epoch[110] Elapsed time 2.796 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.793327 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.18it/s, avg_epoch_loss=6.45] INFO:root:Epoch[111] Elapsed time 2.845 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.451589 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.51] INFO:root:Epoch[112] Elapsed time 2.709 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.506563 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.72] INFO:root:Epoch[113] Elapsed time 2.691 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.720778 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.24] INFO:root:Epoch[114] Elapsed time 2.675 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.239960 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.08it/s, avg_epoch_loss=6.71] INFO:root:Epoch[115] Elapsed time 2.774 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.709342 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.68] INFO:root:Epoch[116] Elapsed time 2.675 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.676713 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.51] INFO:root:Epoch[117] Elapsed time 2.700 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.512777 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.66] INFO:root:Epoch[118] Elapsed time 2.774 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.658254 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.63] INFO:root:Epoch[119] Elapsed time 2.694 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.627985 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.51] INFO:root:Epoch[120] Elapsed time 2.716 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.508259 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.17it/s, avg_epoch_loss=6.56] INFO:root:Epoch[121] Elapsed time 2.622 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.556496 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.29it/s, avg_epoch_loss=6.4] INFO:root:Epoch[122] Elapsed time 2.837 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.398945 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.73] INFO:root:Epoch[123] Elapsed time 2.740 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.728270 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.67] INFO:root:Epoch[124] Elapsed time 2.731 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.670378 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.67] INFO:root:Epoch[125] Elapsed time 2.657 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.671388 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 31.94it/s, avg_epoch_loss=6.59] INFO:root:Epoch[126] Elapsed time 3.134 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.587637 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.23it/s, avg_epoch_loss=6.62] INFO:root:Epoch[127] Elapsed time 2.841 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.616497 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.62] INFO:root:Epoch[128] Elapsed time 2.744 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.623572 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=6.41] INFO:root:Epoch[129] Elapsed time 2.657 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.406049 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.6] INFO:root:Epoch[130] Elapsed time 2.697 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.604142 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.75] INFO:root:Epoch[131] Elapsed time 2.675 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.746513 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.51] INFO:root:Epoch[132] Elapsed time 2.664 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.514315 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.42it/s, avg_epoch_loss=6.64] INFO:root:Epoch[133] Elapsed time 2.826 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.638770 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.04it/s, avg_epoch_loss=6.64] INFO:root:Epoch[134] Elapsed time 2.778 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.644229 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.47] INFO:root:Epoch[135] Elapsed time 2.794 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.469418 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.15it/s, avg_epoch_loss=6.65] INFO:root:Epoch[136] Elapsed time 2.623 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.653251 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.32] INFO:root:Epoch[137] Elapsed time 2.751 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.319864 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.68] INFO:root:Epoch[138] Elapsed time 2.656 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.681747 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.6] INFO:root:Epoch[139] Elapsed time 2.679 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.601091 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.69] INFO:root:Epoch[140] Elapsed time 2.672 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.693275 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.55] INFO:root:Epoch[141] Elapsed time 2.658 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.545626 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.55] INFO:root:Epoch[142] Elapsed time 2.685 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.548993 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.59] INFO:root:Epoch[143] Elapsed time 2.676 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.592759 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.03it/s, avg_epoch_loss=6.37] INFO:root:Epoch[144] Elapsed time 2.633 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.374816 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.62it/s, avg_epoch_loss=6.55] INFO:root:Epoch[145] Elapsed time 2.810 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.550133 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.7] INFO:root:Epoch[146] Elapsed time 2.679 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.697897 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.08it/s, avg_epoch_loss=6.48] INFO:root:Epoch[147] Elapsed time 2.775 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.476128 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.99it/s, avg_epoch_loss=6.64] INFO:root:Epoch[148] Elapsed time 2.861 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.635363 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.59] INFO:root:Epoch[149] Elapsed time 2.763 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.588403 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.51] INFO:root:Epoch[150] Elapsed time 2.724 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.511591 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.36it/s, avg_epoch_loss=6.54] INFO:root:Epoch[151] Elapsed time 2.608 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.541224 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.35] INFO:root:Epoch[152] Elapsed time 2.703 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.354877 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.64] INFO:root:Epoch[153] Elapsed time 2.666 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.637483 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.63] INFO:root:Epoch[154] Elapsed time 2.714 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.625358 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.82it/s, avg_epoch_loss=6.66] INFO:root:Epoch[155] Elapsed time 2.646 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.660835 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.49] INFO:root:Epoch[156] Elapsed time 2.693 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.493447 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.58] INFO:root:Epoch[157] Elapsed time 2.779 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.578220 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.61it/s, avg_epoch_loss=6.56] INFO:root:Epoch[158] Elapsed time 2.811 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.557985 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.37] INFO:root:Epoch[159] Elapsed time 2.646 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.367079 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.68it/s, avg_epoch_loss=6.57] INFO:root:Epoch[160] Elapsed time 2.805 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.565842 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.69] INFO:root:Epoch[161] Elapsed time 2.719 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.694376 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.45] INFO:root:Epoch[162] Elapsed time 2.756 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.446833 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.21it/s, avg_epoch_loss=6.61] INFO:root:Epoch[163] Elapsed time 2.764 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.611179 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.64] INFO:root:Epoch[164] Elapsed time 2.754 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.640454 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.49] INFO:root:Epoch[165] Elapsed time 2.753 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.490545 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.61] INFO:root:Epoch[166] Elapsed time 2.686 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.605504 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.30it/s, avg_epoch_loss=6.27] INFO:root:Epoch[167] Elapsed time 2.836 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.267573 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.65] INFO:root:Epoch[168] Elapsed time 2.653 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.646645 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.55] INFO:root:Epoch[169] Elapsed time 2.747 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.551806 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.02it/s, avg_epoch_loss=6.63] INFO:root:Epoch[170] Elapsed time 2.632 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.627855 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.58] INFO:root:Epoch[171] Elapsed time 2.720 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.583027 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.05it/s, avg_epoch_loss=6.48] INFO:root:Epoch[172] Elapsed time 2.776 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.483310 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.57] INFO:root:Epoch[173] Elapsed time 2.678 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.569068 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.02it/s, avg_epoch_loss=6.37] INFO:root:Epoch[174] Elapsed time 2.632 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.370998 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.5] INFO:root:Epoch[175] Elapsed time 2.677 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.495594 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.61] INFO:root:Epoch[176] Elapsed time 2.673 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.613747 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.72it/s, avg_epoch_loss=6.46] INFO:root:Epoch[177] Elapsed time 2.802 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.455967 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.61] INFO:root:Epoch[178] Elapsed time 2.702 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.611269 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.59] INFO:root:Epoch[179] Elapsed time 2.795 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.592274 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.45] INFO:root:Epoch[180] Elapsed time 2.730 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.452152 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.27it/s, avg_epoch_loss=6.6] INFO:root:Epoch[181] Elapsed time 2.615 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.604666 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.24] INFO:root:Epoch[182] Elapsed time 2.686 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.243600 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.92it/s, avg_epoch_loss=6.63] INFO:root:Epoch[183] Elapsed time 2.639 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.627104 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.53] INFO:root:Epoch[184] Elapsed time 2.676 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.528203 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.62] INFO:root:Epoch[185] Elapsed time 2.641 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.616250 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.6] INFO:root:Epoch[186] Elapsed time 2.755 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.601281 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.48] INFO:root:Epoch[187] Elapsed time 2.672 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.483039 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.56] INFO:root:Epoch[188] Elapsed time 2.696 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.556047 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.99it/s, avg_epoch_loss=6.38] INFO:root:Epoch[189] Elapsed time 2.635 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.382670 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.44] INFO:root:Epoch[190] Elapsed time 2.705 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.441514 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.64] INFO:root:Epoch[191] Elapsed time 2.692 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.642904 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 32.12it/s, avg_epoch_loss=6.45] INFO:root:Epoch[192] Elapsed time 3.117 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.452672 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.86it/s, avg_epoch_loss=6.62] INFO:root:Epoch[193] Elapsed time 2.790 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.619189 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.63] INFO:root:Epoch[194] Elapsed time 2.672 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.625142 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.49] INFO:root:Epoch[195] Elapsed time 2.745 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.486942 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.20it/s, avg_epoch_loss=6.58] INFO:root:Epoch[196] Elapsed time 2.620 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.582562 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.24] INFO:root:Epoch[197] Elapsed time 2.706 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.237190 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.66] INFO:root:Epoch[198] Elapsed time 2.674 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.661905 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.53] INFO:root:Epoch[199] Elapsed time 2.693 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.534891 INFO:root:Loading parameters from best epoch (197) INFO:root:Final loss: 6.237190370559692 (occurred at epoch 197) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:36<00:00, 60.54it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.261322 0.105753 13.233006 0.098481 0.056909 seed epochs num_batches 0 42 200 100 Seed: 43
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=7.87] INFO:root:Epoch[0] Elapsed time 2.698 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.865177 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.80it/s, avg_epoch_loss=7.5] INFO:root:Epoch[1] Elapsed time 2.647 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.497635 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.47it/s, avg_epoch_loss=7.19] INFO:root:Epoch[2] Elapsed time 2.821 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.186385 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=7.21] INFO:root:Epoch[3] Elapsed time 2.696 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.214492 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=7.06] INFO:root:Epoch[4] Elapsed time 2.680 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.060974 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=7.26] INFO:root:Epoch[5] Elapsed time 2.678 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.259612 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=7.09] INFO:root:Epoch[6] Elapsed time 2.748 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.086296 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.98] INFO:root:Epoch[7] Elapsed time 2.713 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.975951 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.86it/s, avg_epoch_loss=7.09] INFO:root:Epoch[8] Elapsed time 2.643 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.089249 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=6.68] INFO:root:Epoch[9] Elapsed time 2.757 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.679936 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.89] INFO:root:Epoch[10] Elapsed time 2.754 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.890603 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 34.92it/s, avg_epoch_loss=6.9] INFO:root:Epoch[11] Elapsed time 2.867 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.896337 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.29it/s, avg_epoch_loss=6.88] INFO:root:Epoch[12] Elapsed time 2.618 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.877741 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.98] INFO:root:Epoch[13] Elapsed time 2.674 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.976740 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.49it/s, avg_epoch_loss=6.88] INFO:root:Epoch[14] Elapsed time 2.821 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.880461 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.78] INFO:root:Epoch[15] Elapsed time 2.691 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.775399 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.77] INFO:root:Epoch[16] Elapsed time 2.681 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.767624 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.64] INFO:root:Epoch[17] Elapsed time 2.731 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.637383 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.78] INFO:root:Epoch[18] Elapsed time 2.738 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.779466 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.50it/s, avg_epoch_loss=6.74] INFO:root:Epoch[19] Elapsed time 2.669 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.739645 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.95] INFO:root:Epoch[20] Elapsed time 2.734 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.946154 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.77] INFO:root:Epoch[21] Elapsed time 2.701 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.766857 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.69] INFO:root:Epoch[22] Elapsed time 2.726 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.689870 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.78] INFO:root:Epoch[23] Elapsed time 2.674 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.784684 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.25it/s, avg_epoch_loss=6.47] INFO:root:Epoch[24] Elapsed time 2.762 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.469418 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.71] INFO:root:Epoch[25] Elapsed time 2.744 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.708700 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.72] INFO:root:Epoch[26] Elapsed time 2.716 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.721295 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.66] INFO:root:Epoch[27] Elapsed time 2.744 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.662942 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.79] INFO:root:Epoch[28] Elapsed time 2.729 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.794050 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.73it/s, avg_epoch_loss=6.73] INFO:root:Epoch[29] Elapsed time 2.802 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.726129 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.58] INFO:root:Epoch[30] Elapsed time 2.687 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.584132 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.56] INFO:root:Epoch[31] Elapsed time 2.730 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.561498 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.40it/s, avg_epoch_loss=6.54] INFO:root:Epoch[32] Elapsed time 2.827 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.536720 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.68] INFO:root:Epoch[33] Elapsed time 2.719 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.677860 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.63] INFO:root:Epoch[34] Elapsed time 2.658 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.628814 INFO:root:Loading parameters from best epoch (24) INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.78] INFO:root:Epoch[35] Elapsed time 2.674 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.779925 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.69] INFO:root:Epoch[36] Elapsed time 2.658 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.694694 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.62] INFO:root:Epoch[37] Elapsed time 2.691 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.619777 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.89it/s, avg_epoch_loss=6.75] INFO:root:Epoch[38] Elapsed time 2.641 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.751909 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.38] INFO:root:Epoch[39] Elapsed time 2.714 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.383099 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.69] INFO:root:Epoch[40] Elapsed time 2.690 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.692479 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.64] INFO:root:Epoch[41] Elapsed time 2.760 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.643991 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.63] INFO:root:Epoch[42] Elapsed time 2.707 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.631245 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.25it/s, avg_epoch_loss=6.72] INFO:root:Epoch[43] Elapsed time 2.765 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.715668 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.21it/s, avg_epoch_loss=6.7] INFO:root:Epoch[44] Elapsed time 2.844 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.695248 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:03<00:00, 30.24it/s, avg_epoch_loss=6.58] INFO:root:Epoch[45] Elapsed time 3.309 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.581913 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.97it/s, avg_epoch_loss=6.57] INFO:root:Epoch[46] Elapsed time 2.637 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.568210 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.48] INFO:root:Epoch[47] Elapsed time 2.721 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.479578 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.61] INFO:root:Epoch[48] Elapsed time 2.686 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.613083 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.50it/s, avg_epoch_loss=6.58] INFO:root:Epoch[49] Elapsed time 2.669 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.579013 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.82] INFO:root:Epoch[50] Elapsed time 2.688 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.819792 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.57] INFO:root:Epoch[51] Elapsed time 2.711 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.571928 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.57] INFO:root:Epoch[52] Elapsed time 2.735 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.569528 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.72] INFO:root:Epoch[53] Elapsed time 2.685 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.719365 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.31] INFO:root:Epoch[54] Elapsed time 2.723 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.306026 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.71] INFO:root:Epoch[55] Elapsed time 2.686 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.710509 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.59] INFO:root:Epoch[56] Elapsed time 2.697 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.585117 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.66] INFO:root:Epoch[57] Elapsed time 2.655 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.655129 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.64] INFO:root:Epoch[58] Elapsed time 2.671 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.635352 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.58] INFO:root:Epoch[59] Elapsed time 2.695 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.580938 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.53] INFO:root:Epoch[60] Elapsed time 2.702 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.526893 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 38.27it/s, avg_epoch_loss=6.43] INFO:root:Epoch[61] Elapsed time 2.615 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.431321 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.53] INFO:root:Epoch[62] Elapsed time 2.746 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.528278 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.67] INFO:root:Epoch[63] Elapsed time 2.677 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.665890 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.88it/s, avg_epoch_loss=6.57] INFO:root:Epoch[64] Elapsed time 2.642 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.569176 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.7] INFO:root:Epoch[65] Elapsed time 2.682 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.696339 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.85it/s, avg_epoch_loss=6.61] INFO:root:Epoch[66] Elapsed time 2.645 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.609442 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.54] INFO:root:Epoch[67] Elapsed time 2.717 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.536379 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.66] INFO:root:Epoch[68] Elapsed time 2.666 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.655694 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.28] INFO:root:Epoch[69] Elapsed time 2.700 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.279788 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.72] INFO:root:Epoch[70] Elapsed time 2.682 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.718187 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.62] INFO:root:Epoch[71] Elapsed time 2.721 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.621019 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.62] INFO:root:Epoch[72] Elapsed time 2.673 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.616780 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.71] INFO:root:Epoch[73] Elapsed time 2.711 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.705092 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.6] INFO:root:Epoch[74] Elapsed time 2.673 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.596397 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.54] INFO:root:Epoch[75] Elapsed time 2.698 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.538474 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.44] INFO:root:Epoch[76] Elapsed time 2.653 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.436810 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.5] INFO:root:Epoch[77] Elapsed time 2.737 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.501742 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.68] INFO:root:Epoch[78] Elapsed time 2.725 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.682345 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.5] INFO:root:Epoch[79] Elapsed time 2.710 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.503969 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.40it/s, avg_epoch_loss=6.69] INFO:root:Epoch[80] Elapsed time 2.749 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.694750 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.40it/s, avg_epoch_loss=6.58] INFO:root:Epoch[81] Elapsed time 2.750 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.581609 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 34.46it/s, avg_epoch_loss=6.53] INFO:root:Epoch[82] Elapsed time 2.903 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.530304 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.61] INFO:root:Epoch[83] Elapsed time 2.677 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.609626 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.56it/s, avg_epoch_loss=6.27] INFO:root:Epoch[84] Elapsed time 2.814 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.274360 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=6.69] INFO:root:Epoch[85] Elapsed time 2.655 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.691083 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.64] INFO:root:Epoch[86] Elapsed time 2.736 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.638692 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 38.00it/s, avg_epoch_loss=6.61] INFO:root:Epoch[87] Elapsed time 2.634 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.612107 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.69] INFO:root:Epoch[88] Elapsed time 2.692 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.685891 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.61] INFO:root:Epoch[89] Elapsed time 2.736 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.610187 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.51] INFO:root:Epoch[90] Elapsed time 2.696 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.514518 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.79it/s, avg_epoch_loss=6.42] INFO:root:Epoch[91] Elapsed time 2.650 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.419688 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.53] INFO:root:Epoch[92] Elapsed time 2.711 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.529675 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.69] INFO:root:Epoch[93] Elapsed time 2.665 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.687054 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=6.58] INFO:root:Epoch[94] Elapsed time 2.657 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.578483 INFO:root:Loading parameters from best epoch (84) INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.68] INFO:root:Epoch[95] Elapsed time 2.680 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.683654 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.82it/s, avg_epoch_loss=6.61] INFO:root:Epoch[96] Elapsed time 2.647 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.611457 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.49] INFO:root:Epoch[97] Elapsed time 2.700 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.485994 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.65] INFO:root:Epoch[98] Elapsed time 2.664 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.648669 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.43it/s, avg_epoch_loss=6.27] INFO:root:Epoch[99] Elapsed time 2.826 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.269962 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.75] INFO:root:Epoch[100] Elapsed time 2.688 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.752486 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.03it/s, avg_epoch_loss=6.62] INFO:root:Epoch[101] Elapsed time 2.858 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.622447 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.64] INFO:root:Epoch[102] Elapsed time 2.679 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.643995 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.64] INFO:root:Epoch[103] Elapsed time 2.701 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.642966 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.59] INFO:root:Epoch[104] Elapsed time 2.679 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.587531 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.53] INFO:root:Epoch[105] Elapsed time 2.714 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.529234 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.04it/s, avg_epoch_loss=6.45] INFO:root:Epoch[106] Elapsed time 2.632 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.448659 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.56] INFO:root:Epoch[107] Elapsed time 2.756 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.559150 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.66] INFO:root:Epoch[108] Elapsed time 2.683 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.664353 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.85it/s, avg_epoch_loss=6.56] INFO:root:Epoch[109] Elapsed time 2.791 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.560828 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.66] INFO:root:Epoch[110] Elapsed time 2.718 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.664650 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 30.34it/s, avg_epoch_loss=6.62] INFO:root:Epoch[111] Elapsed time 3.298 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.620861 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.54it/s, avg_epoch_loss=6.52] INFO:root:Epoch[112] Elapsed time 2.898 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.517720 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.62] INFO:root:Epoch[113] Elapsed time 2.680 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.620034 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.29] INFO:root:Epoch[114] Elapsed time 2.708 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.288066 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.50it/s, avg_epoch_loss=6.73] INFO:root:Epoch[115] Elapsed time 2.670 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.733782 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.6] INFO:root:Epoch[116] Elapsed time 2.712 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.603933 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.18it/s, avg_epoch_loss=6.61] INFO:root:Epoch[117] Elapsed time 2.768 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.611552 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.32it/s, avg_epoch_loss=6.6] INFO:root:Epoch[118] Elapsed time 2.834 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.601550 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.51] INFO:root:Epoch[119] Elapsed time 2.751 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.511535 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.44it/s, avg_epoch_loss=6.59] INFO:root:Epoch[120] Elapsed time 2.748 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.585064 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.4] INFO:root:Epoch[121] Elapsed time 2.656 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.398817 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.52] INFO:root:Epoch[122] Elapsed time 2.720 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.515715 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.64] INFO:root:Epoch[123] Elapsed time 2.691 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.639777 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.53it/s, avg_epoch_loss=6.62] INFO:root:Epoch[124] Elapsed time 2.816 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.618728 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.63] INFO:root:Epoch[125] Elapsed time 2.696 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.625926 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.60it/s, avg_epoch_loss=6.59] INFO:root:Epoch[126] Elapsed time 2.812 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.586993 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.73it/s, avg_epoch_loss=6.49] INFO:root:Epoch[127] Elapsed time 2.882 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.488096 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.40it/s, avg_epoch_loss=6.62] INFO:root:Epoch[128] Elapsed time 2.749 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.619399 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.23] INFO:root:Epoch[129] Elapsed time 2.734 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.225347 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.67] INFO:root:Epoch[130] Elapsed time 2.676 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.667779 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.59] INFO:root:Epoch[131] Elapsed time 2.685 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.591341 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.59] INFO:root:Epoch[132] Elapsed time 2.646 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.590124 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.63] INFO:root:Epoch[133] Elapsed time 2.698 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.632714 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.59] INFO:root:Epoch[134] Elapsed time 2.659 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.588389 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.72it/s, avg_epoch_loss=6.53] INFO:root:Epoch[135] Elapsed time 2.803 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.533919 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.38] INFO:root:Epoch[136] Elapsed time 2.659 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.379306 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.51] INFO:root:Epoch[137] Elapsed time 2.748 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.510277 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.04it/s, avg_epoch_loss=6.7] INFO:root:Epoch[138] Elapsed time 2.777 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.700600 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.90it/s, avg_epoch_loss=6.49] INFO:root:Epoch[139] Elapsed time 2.788 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.491475 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.6] INFO:root:Epoch[140] Elapsed time 2.739 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.604786 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.56] INFO:root:Epoch[141] Elapsed time 2.685 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.555789 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.48] INFO:root:Epoch[142] Elapsed time 2.712 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.479346 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.62] INFO:root:Epoch[143] Elapsed time 2.705 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.616072 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.2] INFO:root:Epoch[144] Elapsed time 2.676 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.196721 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.67] INFO:root:Epoch[145] Elapsed time 2.732 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.670404 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.57] INFO:root:Epoch[146] Elapsed time 2.718 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.571978 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.38it/s, avg_epoch_loss=6.59] INFO:root:Epoch[147] Elapsed time 2.910 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.587422 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.69] INFO:root:Epoch[148] Elapsed time 2.762 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.692664 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.59] INFO:root:Epoch[149] Elapsed time 2.687 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.589347 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.49] INFO:root:Epoch[150] Elapsed time 2.716 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.488079 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=6.41] INFO:root:Epoch[151] Elapsed time 2.638 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.410495 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.05it/s, avg_epoch_loss=6.49] INFO:root:Epoch[152] Elapsed time 2.857 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.487306 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.46it/s, avg_epoch_loss=6.6] INFO:root:Epoch[153] Elapsed time 2.822 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.599966 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.16it/s, avg_epoch_loss=6.54] INFO:root:Epoch[154] Elapsed time 2.769 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.543202 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.68] INFO:root:Epoch[155] Elapsed time 2.674 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.675761 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.52] INFO:root:Epoch[156] Elapsed time 2.705 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.522474 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.47] INFO:root:Epoch[157] Elapsed time 2.738 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.471331 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.62] INFO:root:Epoch[158] Elapsed time 2.663 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.616792 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.24] INFO:root:Epoch[159] Elapsed time 2.709 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.244096 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.65] INFO:root:Epoch[160] Elapsed time 2.682 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.645597 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.6] INFO:root:Epoch[161] Elapsed time 2.759 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.604435 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.19it/s, avg_epoch_loss=6.54] INFO:root:Epoch[162] Elapsed time 2.766 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.539536 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.64] INFO:root:Epoch[163] Elapsed time 2.757 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.635607 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.63] INFO:root:Epoch[164] Elapsed time 2.701 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.630141 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.44] INFO:root:Epoch[165] Elapsed time 2.736 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.438643 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.44] INFO:root:Epoch[166] Elapsed time 2.711 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.438187 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.54it/s, avg_epoch_loss=6.4] INFO:root:Epoch[167] Elapsed time 2.816 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.399228 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.59] INFO:root:Epoch[168] Elapsed time 2.778 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.587346 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.47] INFO:root:Epoch[169] Elapsed time 2.756 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.473245 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.71] INFO:root:Epoch[170] Elapsed time 2.779 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.705397 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.44] INFO:root:Epoch[171] Elapsed time 2.694 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.438349 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.46] INFO:root:Epoch[172] Elapsed time 2.718 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.458055 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.14it/s, avg_epoch_loss=6.64] INFO:root:Epoch[173] Elapsed time 2.769 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.643810 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.19] INFO:root:Epoch[174] Elapsed time 2.716 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.187453 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.59] INFO:root:Epoch[175] Elapsed time 2.757 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.585049 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 28.91it/s, avg_epoch_loss=6.58] INFO:root:Epoch[176] Elapsed time 3.462 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.575694 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.98it/s, avg_epoch_loss=6.5] INFO:root:Epoch[177] Elapsed time 2.636 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.504223 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.62] INFO:root:Epoch[178] Elapsed time 2.710 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.616154 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.56] INFO:root:Epoch[179] Elapsed time 2.718 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.560002 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.32it/s, avg_epoch_loss=6.45] INFO:root:Epoch[180] Elapsed time 2.833 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.449884 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.42] INFO:root:Epoch[181] Elapsed time 2.664 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.415431 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.14it/s, avg_epoch_loss=6.45] INFO:root:Epoch[182] Elapsed time 2.769 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.450384 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.56] INFO:root:Epoch[183] Elapsed time 2.676 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.561814 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.63it/s, avg_epoch_loss=6.5] INFO:root:Epoch[184] Elapsed time 2.810 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.496786 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.69] INFO:root:Epoch[185] Elapsed time 2.731 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.688689 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.77it/s, avg_epoch_loss=6.45] INFO:root:Epoch[186] Elapsed time 2.649 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.450556 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.82it/s, avg_epoch_loss=6.5] INFO:root:Epoch[187] Elapsed time 2.794 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.500973 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.6] INFO:root:Epoch[188] Elapsed time 2.727 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.599735 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.21] INFO:root:Epoch[189] Elapsed time 2.698 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.213899 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.62] INFO:root:Epoch[190] Elapsed time 2.694 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.621042 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.54] INFO:root:Epoch[191] Elapsed time 2.685 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.541982 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.16it/s, avg_epoch_loss=6.49] INFO:root:Epoch[192] Elapsed time 2.623 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.489435 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.04it/s, avg_epoch_loss=6.6] INFO:root:Epoch[193] Elapsed time 2.857 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.595824 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.59] INFO:root:Epoch[194] Elapsed time 2.683 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.593305 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.43] INFO:root:Epoch[195] Elapsed time 2.733 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.429031 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.25it/s, avg_epoch_loss=6.48] INFO:root:Epoch[196] Elapsed time 2.762 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.484258 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.39] INFO:root:Epoch[197] Elapsed time 2.737 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.388887 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.56] INFO:root:Epoch[198] Elapsed time 2.662 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.560080 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.52] INFO:root:Epoch[199] Elapsed time 2.768 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.519892 INFO:root:Loading parameters from best epoch (174) INFO:root:Final loss: 6.187452602386474 (occurred at epoch 174) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:33<00:00, 60.99it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 1.2383 0.105517 13.093218 0.098675 0.056466 43 epochs num_batches 0 200 100 Seed: 44
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=8.08] INFO:root:Epoch[0] Elapsed time 2.705 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.079257 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=7.45] INFO:root:Epoch[1] Elapsed time 2.680 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.446292 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=7.21] INFO:root:Epoch[2] Elapsed time 2.698 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.209248 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=7.15] INFO:root:Epoch[3] Elapsed time 2.679 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.149324 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=7.08] INFO:root:Epoch[4] Elapsed time 2.684 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.084701 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=7.3] INFO:root:Epoch[5] Elapsed time 2.695 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.299801 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=7.13] INFO:root:Epoch[6] Elapsed time 2.693 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.132530 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=7.02] INFO:root:Epoch[7] Elapsed time 2.711 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.020509 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.16it/s, avg_epoch_loss=7.15] INFO:root:Epoch[8] Elapsed time 2.622 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.154040 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.74] INFO:root:Epoch[9] Elapsed time 2.684 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.741141 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.9] INFO:root:Epoch[10] Elapsed time 2.661 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.896366 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.88] INFO:root:Epoch[11] Elapsed time 2.710 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.876995 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.04it/s, avg_epoch_loss=6.9] INFO:root:Epoch[12] Elapsed time 2.633 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.896927 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=7.02] INFO:root:Epoch[13] Elapsed time 2.692 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.020260 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.89] INFO:root:Epoch[14] Elapsed time 2.707 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.894772 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.79] INFO:root:Epoch[15] Elapsed time 2.710 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.789430 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.87] INFO:root:Epoch[16] Elapsed time 2.679 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.871005 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.72] INFO:root:Epoch[17] Elapsed time 2.762 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.718543 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.77] INFO:root:Epoch[18] Elapsed time 2.683 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.771236 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.71] INFO:root:Epoch[19] Elapsed time 2.713 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.708778 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.91] INFO:root:Epoch[20] Elapsed time 2.683 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.912521 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.73] INFO:root:Epoch[21] Elapsed time 2.684 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.733324 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.69] INFO:root:Epoch[22] Elapsed time 2.732 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.689783 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.81it/s, avg_epoch_loss=6.79] INFO:root:Epoch[23] Elapsed time 2.647 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.789460 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.53] INFO:root:Epoch[24] Elapsed time 2.688 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.528952 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.75] INFO:root:Epoch[25] Elapsed time 2.706 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.754033 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.49it/s, avg_epoch_loss=6.69] INFO:root:Epoch[26] Elapsed time 2.744 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.694253 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.73] INFO:root:Epoch[27] Elapsed time 2.675 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.729395 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.78] INFO:root:Epoch[28] Elapsed time 2.681 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.782995 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.69] INFO:root:Epoch[29] Elapsed time 2.673 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.689637 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:03<00:00, 30.54it/s, avg_epoch_loss=6.7] INFO:root:Epoch[30] Elapsed time 3.278 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.697415 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.63] INFO:root:Epoch[31] Elapsed time 2.726 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.629714 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.49] INFO:root:Epoch[32] Elapsed time 2.732 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.485436 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.67] INFO:root:Epoch[33] Elapsed time 2.768 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.667255 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.54] INFO:root:Epoch[34] Elapsed time 2.712 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.540831 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.71] INFO:root:Epoch[35] Elapsed time 2.759 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.705984 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.65] INFO:root:Epoch[36] Elapsed time 2.730 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.649549 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.61] INFO:root:Epoch[37] Elapsed time 2.708 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.612198 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.7] INFO:root:Epoch[38] Elapsed time 2.661 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.702716 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.16it/s, avg_epoch_loss=6.38] INFO:root:Epoch[39] Elapsed time 2.846 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.377573 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.7] INFO:root:Epoch[40] Elapsed time 2.682 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.703300 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.56] INFO:root:Epoch[41] Elapsed time 2.744 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.561377 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.7] INFO:root:Epoch[42] Elapsed time 2.688 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.703911 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.58] INFO:root:Epoch[43] Elapsed time 2.689 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.578751 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.6] INFO:root:Epoch[44] Elapsed time 2.684 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.604842 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.63] INFO:root:Epoch[45] Elapsed time 2.739 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.626780 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.46] INFO:root:Epoch[46] Elapsed time 2.663 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.456842 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.46] INFO:root:Epoch[47] Elapsed time 2.731 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.457931 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.58] INFO:root:Epoch[48] Elapsed time 2.713 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.579749 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.41] INFO:root:Epoch[49] Elapsed time 2.696 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.411096 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.73] INFO:root:Epoch[50] Elapsed time 2.723 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.731690 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.64] INFO:root:Epoch[51] Elapsed time 2.689 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.641932 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.47] INFO:root:Epoch[52] Elapsed time 2.750 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.469136 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.63] INFO:root:Epoch[53] Elapsed time 2.733 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.628235 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.33] INFO:root:Epoch[54] Elapsed time 2.718 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.326133 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.18it/s, avg_epoch_loss=6.63] INFO:root:Epoch[55] Elapsed time 2.766 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.633649 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.54] INFO:root:Epoch[56] Elapsed time 2.684 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.543487 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.61] INFO:root:Epoch[57] Elapsed time 2.662 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.606698 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.56] INFO:root:Epoch[58] Elapsed time 2.698 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.558693 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.55] INFO:root:Epoch[59] Elapsed time 2.706 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.552861 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.59] INFO:root:Epoch[60] Elapsed time 2.729 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.586071 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.42] INFO:root:Epoch[61] Elapsed time 2.682 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.416139 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.48] INFO:root:Epoch[62] Elapsed time 2.704 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.482233 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.58] INFO:root:Epoch[63] Elapsed time 2.673 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.581940 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.43] INFO:root:Epoch[64] Elapsed time 2.697 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.433123 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.62] INFO:root:Epoch[65] Elapsed time 2.701 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.624070 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.61] INFO:root:Epoch[66] Elapsed time 2.662 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.608150 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.70it/s, avg_epoch_loss=6.48] INFO:root:Epoch[67] Elapsed time 2.804 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.481771 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 38.22it/s, avg_epoch_loss=6.61] INFO:root:Epoch[68] Elapsed time 2.621 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.607652 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.58it/s, avg_epoch_loss=6.27] INFO:root:Epoch[69] Elapsed time 2.737 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.271929 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.62] INFO:root:Epoch[70] Elapsed time 2.690 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.622504 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.02it/s, avg_epoch_loss=6.54] INFO:root:Epoch[71] Elapsed time 2.859 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.544748 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.61] INFO:root:Epoch[72] Elapsed time 2.689 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.608002 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.47it/s, avg_epoch_loss=6.55] INFO:root:Epoch[73] Elapsed time 2.821 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.547584 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.51] INFO:root:Epoch[74] Elapsed time 2.680 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.505148 INFO:root:Epoch[75] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.05it/s, avg_epoch_loss=6.51] INFO:root:Epoch[75] Elapsed time 2.857 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.508561 INFO:root:Epoch[76] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.38] INFO:root:Epoch[76] Elapsed time 2.710 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.380082 INFO:root:Epoch[77] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.33it/s, avg_epoch_loss=6.43] INFO:root:Epoch[77] Elapsed time 2.833 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.429675 INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.63] INFO:root:Epoch[78] Elapsed time 2.731 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.627721 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.43] INFO:root:Epoch[79] Elapsed time 2.752 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.432741 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.26it/s, avg_epoch_loss=6.58] INFO:root:Epoch[80] Elapsed time 2.760 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.581134 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.58] INFO:root:Epoch[81] Elapsed time 2.718 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.576675 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.37] INFO:root:Epoch[82] Elapsed time 2.754 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.368713 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.63] INFO:root:Epoch[83] Elapsed time 2.664 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.625733 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.26it/s, avg_epoch_loss=6.23] INFO:root:Epoch[84] Elapsed time 2.760 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.225788 INFO:root:Epoch[85] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.63] INFO:root:Epoch[85] Elapsed time 2.663 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.630827 INFO:root:Epoch[86] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.54] INFO:root:Epoch[86] Elapsed time 2.698 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.543584 INFO:root:Epoch[87] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.59] INFO:root:Epoch[87] Elapsed time 2.686 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.585560 INFO:root:Epoch[88] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.55] INFO:root:Epoch[88] Elapsed time 2.687 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.550778 INFO:root:Epoch[89] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.5] INFO:root:Epoch[89] Elapsed time 2.690 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.497659 INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.53] INFO:root:Epoch[90] Elapsed time 2.710 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.526448 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.66it/s, avg_epoch_loss=6.42] INFO:root:Epoch[91] Elapsed time 2.659 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.415611 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.49] INFO:root:Epoch[92] Elapsed time 2.712 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.485984 INFO:root:Epoch[93] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.63] INFO:root:Epoch[93] Elapsed time 2.696 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.634099 INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.39] INFO:root:Epoch[94] Elapsed time 2.651 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.394402 INFO:root:Loading parameters from best epoch (84) INFO:root:Epoch[95] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.84it/s, avg_epoch_loss=6.59] INFO:root:Epoch[95] Elapsed time 2.792 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.593398 INFO:root:Epoch[96] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:03<00:00, 31.09it/s, avg_epoch_loss=6.56] INFO:root:Epoch[96] Elapsed time 3.218 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.564137 INFO:root:Epoch[97] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=6.41] INFO:root:Epoch[97] Elapsed time 2.726 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.414021 INFO:root:Epoch[98] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 38.16it/s, avg_epoch_loss=6.57] INFO:root:Epoch[98] Elapsed time 2.624 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.571436 INFO:root:Epoch[99] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.04it/s, avg_epoch_loss=6.2] INFO:root:Epoch[99] Elapsed time 2.777 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.204809 INFO:root:Epoch[100] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.65] INFO:root:Epoch[100] Elapsed time 2.698 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.652687 INFO:root:Epoch[101] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.51] INFO:root:Epoch[101] Elapsed time 2.738 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.506634 INFO:root:Epoch[102] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.59] INFO:root:Epoch[102] Elapsed time 2.748 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.592765 INFO:root:Epoch[103] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.55] INFO:root:Epoch[103] Elapsed time 2.696 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.550651 INFO:root:Epoch[104] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.47] INFO:root:Epoch[104] Elapsed time 2.718 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.473409 INFO:root:Epoch[105] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.18it/s, avg_epoch_loss=6.5] INFO:root:Epoch[105] Elapsed time 2.767 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.498476 INFO:root:Epoch[106] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.31] INFO:root:Epoch[106] Elapsed time 2.678 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.314945 INFO:root:Epoch[107] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.46] INFO:root:Epoch[107] Elapsed time 2.724 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.455387 INFO:root:Epoch[108] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.63] INFO:root:Epoch[108] Elapsed time 2.691 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.629893 INFO:root:Epoch[109] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.42] INFO:root:Epoch[109] Elapsed time 2.697 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.418959 INFO:root:Loading parameters from best epoch (99) INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.84it/s, avg_epoch_loss=6.58] INFO:root:Epoch[110] Elapsed time 2.792 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.583259 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.50it/s, avg_epoch_loss=6.57] INFO:root:Epoch[111] Elapsed time 2.670 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.569810 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.38] INFO:root:Epoch[112] Elapsed time 2.721 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.381329 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.11it/s, avg_epoch_loss=6.59] INFO:root:Epoch[113] Elapsed time 2.772 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.590599 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.47it/s, avg_epoch_loss=6.19] INFO:root:Epoch[114] Elapsed time 2.822 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.191279 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.63it/s, avg_epoch_loss=6.67] INFO:root:Epoch[115] Elapsed time 2.809 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.674193 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.52] INFO:root:Epoch[116] Elapsed time 2.698 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.521922 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.63] INFO:root:Epoch[117] Elapsed time 2.659 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.631031 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.55] INFO:root:Epoch[118] Elapsed time 2.701 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.548252 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.47] INFO:root:Epoch[119] Elapsed time 2.690 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.473284 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.49] INFO:root:Epoch[120] Elapsed time 2.717 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.488615 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.35] INFO:root:Epoch[121] Elapsed time 2.734 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.347586 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.46] INFO:root:Epoch[122] Elapsed time 2.748 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.458934 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.62] INFO:root:Epoch[123] Elapsed time 2.701 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.616651 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.46] INFO:root:Epoch[124] Elapsed time 2.672 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.460865 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.56] INFO:root:Epoch[125] Elapsed time 2.678 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.560097 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.58] INFO:root:Epoch[126] Elapsed time 2.674 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.582625 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.4] INFO:root:Epoch[127] Elapsed time 2.721 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.400304 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.51] INFO:root:Epoch[128] Elapsed time 2.729 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.508646 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.18] INFO:root:Epoch[129] Elapsed time 2.719 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.184238 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.62] INFO:root:Epoch[130] Elapsed time 2.712 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.623929 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.52] INFO:root:Epoch[131] Elapsed time 2.770 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.516030 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.55] INFO:root:Epoch[132] Elapsed time 2.662 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.549176 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.93it/s, avg_epoch_loss=6.56] INFO:root:Epoch[133] Elapsed time 2.787 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.561719 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.49] INFO:root:Epoch[134] Elapsed time 2.731 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.486755 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.58it/s, avg_epoch_loss=6.5] INFO:root:Epoch[135] Elapsed time 2.737 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.504943 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.37] INFO:root:Epoch[136] Elapsed time 2.680 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.365340 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.47] INFO:root:Epoch[137] Elapsed time 2.740 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.465104 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.62] INFO:root:Epoch[138] Elapsed time 2.713 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.615115 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.41] INFO:root:Epoch[139] Elapsed time 2.694 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.410937 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.56] INFO:root:Epoch[140] Elapsed time 2.733 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.564921 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.93it/s, avg_epoch_loss=6.55] INFO:root:Epoch[141] Elapsed time 2.787 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.546988 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.37it/s, avg_epoch_loss=6.4] INFO:root:Epoch[142] Elapsed time 2.751 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.396549 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.57] INFO:root:Epoch[143] Elapsed time 2.689 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.565232 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.00it/s, avg_epoch_loss=6.17] INFO:root:Epoch[144] Elapsed time 2.779 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.172523 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.88it/s, avg_epoch_loss=6.63] INFO:root:Epoch[145] Elapsed time 2.642 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.627436 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.66it/s, avg_epoch_loss=6.45] INFO:root:Epoch[146] Elapsed time 2.808 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.449026 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.57] INFO:root:Epoch[147] Elapsed time 2.754 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.567883 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.6] INFO:root:Epoch[148] Elapsed time 2.713 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.601327 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.44] INFO:root:Epoch[149] Elapsed time 2.682 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.439877 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.53] INFO:root:Epoch[150] Elapsed time 2.704 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.525049 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=6.35] INFO:root:Epoch[151] Elapsed time 2.741 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.348775 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.00it/s, avg_epoch_loss=6.43] INFO:root:Epoch[152] Elapsed time 2.781 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.431057 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.6] INFO:root:Epoch[153] Elapsed time 2.702 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.602267 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.43] INFO:root:Epoch[154] Elapsed time 2.691 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.433316 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.53] INFO:root:Epoch[155] Elapsed time 2.689 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.525889 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.58] INFO:root:Epoch[156] Elapsed time 2.696 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.582237 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.43it/s, avg_epoch_loss=6.37] INFO:root:Epoch[157] Elapsed time 2.825 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.371600 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.25it/s, avg_epoch_loss=6.55] INFO:root:Epoch[158] Elapsed time 2.617 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.553050 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.19] INFO:root:Epoch[159] Elapsed time 2.762 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.194028 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.62] INFO:root:Epoch[160] Elapsed time 2.682 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.615220 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 32.90it/s, avg_epoch_loss=6.47] INFO:root:Epoch[161] Elapsed time 3.044 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.469668 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 32.71it/s, avg_epoch_loss=6.57] INFO:root:Epoch[162] Elapsed time 3.059 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.571026 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.55] INFO:root:Epoch[163] Elapsed time 2.687 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.552506 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.35it/s, avg_epoch_loss=6.45] INFO:root:Epoch[164] Elapsed time 2.754 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.449438 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.49] INFO:root:Epoch[165] Elapsed time 2.705 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.489294 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.29] INFO:root:Epoch[166] Elapsed time 2.758 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.291593 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.42] INFO:root:Epoch[167] Elapsed time 2.697 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.420157 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.67] INFO:root:Epoch[168] Elapsed time 2.682 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.672471 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.39] INFO:root:Epoch[169] Elapsed time 2.696 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.390785 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.57] INFO:root:Epoch[170] Elapsed time 2.705 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.569898 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.58] INFO:root:Epoch[171] Elapsed time 2.677 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.577110 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.33] INFO:root:Epoch[172] Elapsed time 2.709 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.326397 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.41it/s, avg_epoch_loss=6.54] INFO:root:Epoch[173] Elapsed time 2.607 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.535395 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.16] INFO:root:Epoch[174] Elapsed time 2.707 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.162818 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.57] INFO:root:Epoch[175] Elapsed time 2.691 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.568827 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.48] INFO:root:Epoch[176] Elapsed time 2.728 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.476875 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.54] INFO:root:Epoch[177] Elapsed time 2.650 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.543363 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.53] INFO:root:Epoch[178] Elapsed time 2.731 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.533264 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.44] INFO:root:Epoch[179] Elapsed time 2.703 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.443884 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.46] INFO:root:Epoch[180] Elapsed time 2.721 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.457465 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.66it/s, avg_epoch_loss=6.28] INFO:root:Epoch[181] Elapsed time 2.658 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.275618 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.39] INFO:root:Epoch[182] Elapsed time 2.732 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.388783 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.59] INFO:root:Epoch[183] Elapsed time 2.711 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.592145 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.4] INFO:root:Epoch[184] Elapsed time 2.707 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.402526 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.56] INFO:root:Epoch[185] Elapsed time 2.721 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.555702 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.45] INFO:root:Epoch[186] Elapsed time 2.691 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.453062 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.49it/s, avg_epoch_loss=6.38] INFO:root:Epoch[187] Elapsed time 2.742 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.380073 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.66it/s, avg_epoch_loss=6.52] INFO:root:Epoch[188] Elapsed time 2.658 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.519547 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.14] INFO:root:Epoch[189] Elapsed time 2.759 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.137768 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.56] INFO:root:Epoch[190] Elapsed time 2.663 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.557294 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.43] INFO:root:Epoch[191] Elapsed time 2.708 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.426766 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.48] INFO:root:Epoch[192] Elapsed time 2.661 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.478747 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.58] INFO:root:Epoch[193] Elapsed time 2.678 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.575539 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.44] INFO:root:Epoch[194] Elapsed time 2.667 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.435186 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.95it/s, avg_epoch_loss=6.41] INFO:root:Epoch[195] Elapsed time 2.785 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.414305 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.31] INFO:root:Epoch[196] Elapsed time 2.641 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.313695 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.43] INFO:root:Epoch[197] Elapsed time 2.723 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.430623 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.51] INFO:root:Epoch[198] Elapsed time 2.712 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.506550 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.38] INFO:root:Epoch[199] Elapsed time 2.658 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.380393 INFO:root:Loading parameters from best epoch (189) INFO:root:Final loss: 6.137768058776856 (occurred at epoch 189) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:34<00:00, 60.76it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.212216 0.104063 12.384687 0.096545 0.056313 seed epochs num_batches 0 44 200 100 Seed: 45
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=7.92] INFO:root:Epoch[0] Elapsed time 2.694 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.920122 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=7.5] INFO:root:Epoch[1] Elapsed time 2.677 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.499560 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=7.3] INFO:root:Epoch[2] Elapsed time 2.707 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.300397 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=7.26] INFO:root:Epoch[3] Elapsed time 2.693 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.263427 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.12it/s, avg_epoch_loss=7.14] INFO:root:Epoch[4] Elapsed time 2.771 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.138301 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=7.31] INFO:root:Epoch[5] Elapsed time 2.686 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.311311 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=7.11] INFO:root:Epoch[6] Elapsed time 2.679 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.114132 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=7.03] INFO:root:Epoch[7] Elapsed time 2.725 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.030271 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=7.15] INFO:root:Epoch[8] Elapsed time 2.656 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.148036 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.78] INFO:root:Epoch[9] Elapsed time 2.707 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.784360 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.99] INFO:root:Epoch[10] Elapsed time 2.698 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.991482 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=7] INFO:root:Epoch[11] Elapsed time 2.663 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.995973 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=7] INFO:root:Epoch[12] Elapsed time 2.727 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.996725 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=7.05] INFO:root:Epoch[13] Elapsed time 2.682 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.045452 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.94] INFO:root:Epoch[14] Elapsed time 2.759 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.936773 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:03<00:00, 30.63it/s, avg_epoch_loss=6.8] INFO:root:Epoch[15] Elapsed time 3.267 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.802596 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.47it/s, avg_epoch_loss=6.94] INFO:root:Epoch[16] Elapsed time 2.601 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.935158 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.76] INFO:root:Epoch[17] Elapsed time 2.731 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.763803 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.79] INFO:root:Epoch[18] Elapsed time 2.688 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.794946 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.85] INFO:root:Epoch[19] Elapsed time 2.679 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.850105 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=7.12] INFO:root:Epoch[20] Elapsed time 2.696 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.121811 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.61] INFO:root:Epoch[21] Elapsed time 2.667 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.609259 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.89] INFO:root:Epoch[22] Elapsed time 2.703 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.894310 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.9] INFO:root:Epoch[23] Elapsed time 2.717 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.902745 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.88it/s, avg_epoch_loss=6.54] INFO:root:Epoch[24] Elapsed time 2.642 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.543702 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.81] INFO:root:Epoch[25] Elapsed time 2.747 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.806158 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.72] INFO:root:Epoch[26] Elapsed time 2.688 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.722578 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.72] INFO:root:Epoch[27] Elapsed time 2.712 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.721603 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.87] INFO:root:Epoch[28] Elapsed time 2.727 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.869748 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.78] INFO:root:Epoch[29] Elapsed time 2.679 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.778415 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.67] INFO:root:Epoch[30] Elapsed time 2.753 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.670422 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.01it/s, avg_epoch_loss=6.72] INFO:root:Epoch[31] Elapsed time 2.632 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.721935 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.01it/s, avg_epoch_loss=6.52] INFO:root:Epoch[32] Elapsed time 2.781 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.524527 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.64] INFO:root:Epoch[33] Elapsed time 2.671 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.640189 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.76] INFO:root:Epoch[34] Elapsed time 2.664 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.757123 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.9] INFO:root:Epoch[35] Elapsed time 2.661 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.898319 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.49] INFO:root:Epoch[36] Elapsed time 2.655 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.494417 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.67] INFO:root:Epoch[37] Elapsed time 2.715 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.666554 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.75] INFO:root:Epoch[38] Elapsed time 2.663 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.745891 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.4] INFO:root:Epoch[39] Elapsed time 2.690 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.399629 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.64] INFO:root:Epoch[40] Elapsed time 2.697 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.639338 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.64] INFO:root:Epoch[41] Elapsed time 2.659 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.640287 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.58] INFO:root:Epoch[42] Elapsed time 2.651 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.576467 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.7] INFO:root:Epoch[43] Elapsed time 2.672 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.699647 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.64] INFO:root:Epoch[44] Elapsed time 2.668 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.643244 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.54] INFO:root:Epoch[45] Elapsed time 2.734 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.537565 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.28it/s, avg_epoch_loss=6.58] INFO:root:Epoch[46] Elapsed time 2.616 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.576679 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.48] INFO:root:Epoch[47] Elapsed time 2.725 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.482438 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.62] INFO:root:Epoch[48] Elapsed time 2.674 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.617683 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.6] INFO:root:Epoch[49] Elapsed time 2.678 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.596583 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.77] INFO:root:Epoch[50] Elapsed time 2.676 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.767306 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.58] INFO:root:Epoch[51] Elapsed time 2.647 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.583199 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.57] INFO:root:Epoch[52] Elapsed time 2.703 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.572387 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.65] INFO:root:Epoch[53] Elapsed time 2.655 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.654369 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.35] INFO:root:Epoch[54] Elapsed time 2.695 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.354091 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.64] INFO:root:Epoch[55] Elapsed time 2.709 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.638603 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.64] INFO:root:Epoch[56] Elapsed time 2.703 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.639309 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.54] INFO:root:Epoch[57] Elapsed time 2.664 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.538508 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.7] INFO:root:Epoch[58] Elapsed time 2.702 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.703904 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.65] INFO:root:Epoch[59] Elapsed time 2.689 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.646794 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.51] INFO:root:Epoch[60] Elapsed time 2.725 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.513641 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 38.34it/s, avg_epoch_loss=6.48] INFO:root:Epoch[61] Elapsed time 2.610 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.481434 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.21it/s, avg_epoch_loss=6.48] INFO:root:Epoch[62] Elapsed time 2.766 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.477158 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.55] INFO:root:Epoch[63] Elapsed time 2.681 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.551603 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.57] INFO:root:Epoch[64] Elapsed time 2.703 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.568974 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.74] INFO:root:Epoch[65] Elapsed time 2.703 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.739656 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.55] INFO:root:Epoch[66] Elapsed time 2.678 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.547382 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.5] INFO:root:Epoch[67] Elapsed time 2.716 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.496027 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.69] INFO:root:Epoch[68] Elapsed time 2.677 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.692964 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.26] INFO:root:Epoch[69] Elapsed time 2.683 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.257921 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.66] INFO:root:Epoch[70] Elapsed time 2.692 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.656764 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.63] INFO:root:Epoch[71] Elapsed time 2.701 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.632819 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 38.09it/s, avg_epoch_loss=6.49] INFO:root:Epoch[72] Elapsed time 2.628 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.492096 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.67] INFO:root:Epoch[73] Elapsed time 2.712 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.670853 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.63] INFO:root:Epoch[74] Elapsed time 2.660 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.625357 INFO:root:Epoch[75] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.49] INFO:root:Epoch[75] Elapsed time 2.686 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.487152 INFO:root:Epoch[76] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 38.22it/s, avg_epoch_loss=6.52] INFO:root:Epoch[76] Elapsed time 2.619 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.521171 INFO:root:Epoch[77] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.47] INFO:root:Epoch[77] Elapsed time 2.714 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.471409 INFO:root:Epoch[78] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.52] INFO:root:Epoch[78] Elapsed time 2.682 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.520234 INFO:root:Epoch[79] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.58] INFO:root:Epoch[79] Elapsed time 2.665 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.584654 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.75] INFO:root:Epoch[80] Elapsed time 2.660 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.749841 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:03<00:00, 32.60it/s, avg_epoch_loss=6.44] INFO:root:Epoch[81] Elapsed time 3.071 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.443236 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 34.16it/s, avg_epoch_loss=6.52] INFO:root:Epoch[82] Elapsed time 2.931 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.515173 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.66] INFO:root:Epoch[83] Elapsed time 2.683 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.657371 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.21] INFO:root:Epoch[84] Elapsed time 2.663 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.207726 INFO:root:Epoch[85] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.73it/s, avg_epoch_loss=6.68] INFO:root:Epoch[85] Elapsed time 2.801 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.682232 INFO:root:Epoch[86] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.93it/s, avg_epoch_loss=6.64] INFO:root:Epoch[86] Elapsed time 2.785 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.636413 INFO:root:Epoch[87] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.46] INFO:root:Epoch[87] Elapsed time 2.745 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.459846 INFO:root:Epoch[88] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.48it/s, avg_epoch_loss=6.65] INFO:root:Epoch[88] Elapsed time 2.821 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.649727 INFO:root:Epoch[89] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.56] INFO:root:Epoch[89] Elapsed time 2.703 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.564543 INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.80it/s, avg_epoch_loss=6.45] INFO:root:Epoch[90] Elapsed time 2.797 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.449227 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 38.10it/s, avg_epoch_loss=6.48] INFO:root:Epoch[91] Elapsed time 2.628 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.480684 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.44] INFO:root:Epoch[92] Elapsed time 2.753 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.437650 INFO:root:Epoch[93] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.6] INFO:root:Epoch[93] Elapsed time 2.691 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.599815 INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.54] INFO:root:Epoch[94] Elapsed time 2.676 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.537138 INFO:root:Loading parameters from best epoch (84) INFO:root:Epoch[95] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.74] INFO:root:Epoch[95] Elapsed time 2.677 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.742453 INFO:root:Epoch[96] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.38] INFO:root:Epoch[96] Elapsed time 2.688 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.376598 INFO:root:Epoch[97] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.5] INFO:root:Epoch[97] Elapsed time 2.715 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.500089 INFO:root:Epoch[98] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.7] INFO:root:Epoch[98] Elapsed time 2.693 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.695989 INFO:root:Epoch[99] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.2] INFO:root:Epoch[99] Elapsed time 2.694 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.201632 INFO:root:Epoch[100] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.71] INFO:root:Epoch[100] Elapsed time 2.733 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.711804 INFO:root:Epoch[101] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.58] INFO:root:Epoch[101] Elapsed time 2.690 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.577753 INFO:root:Epoch[102] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=6.52] INFO:root:Epoch[102] Elapsed time 2.657 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.517550 INFO:root:Epoch[103] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.64] INFO:root:Epoch[103] Elapsed time 2.666 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.635502 INFO:root:Epoch[104] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.84it/s, avg_epoch_loss=6.57] INFO:root:Epoch[104] Elapsed time 2.645 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.571811 INFO:root:Epoch[105] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.46] INFO:root:Epoch[105] Elapsed time 2.707 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.455058 INFO:root:Epoch[106] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 38.58it/s, avg_epoch_loss=6.51] INFO:root:Epoch[106] Elapsed time 2.596 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.510153 INFO:root:Epoch[107] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.45] INFO:root:Epoch[107] Elapsed time 2.728 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.452716 INFO:root:Epoch[108] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.56] INFO:root:Epoch[108] Elapsed time 2.662 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.560735 INFO:root:Epoch[109] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.61] INFO:root:Epoch[109] Elapsed time 2.693 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.614784 INFO:root:Loading parameters from best epoch (99) INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.78] INFO:root:Epoch[110] Elapsed time 2.700 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.775193 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.37] INFO:root:Epoch[111] Elapsed time 2.658 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.365424 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.55] INFO:root:Epoch[112] Elapsed time 2.706 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.545225 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.6] INFO:root:Epoch[113] Elapsed time 2.666 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.601484 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.23] INFO:root:Epoch[114] Elapsed time 2.661 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.226936 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.64] INFO:root:Epoch[115] Elapsed time 2.677 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.644152 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.59] INFO:root:Epoch[116] Elapsed time 2.667 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.589481 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.51] INFO:root:Epoch[117] Elapsed time 2.654 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.505085 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.6] INFO:root:Epoch[118] Elapsed time 2.679 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.603682 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.55] INFO:root:Epoch[119] Elapsed time 2.661 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.545700 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.47] INFO:root:Epoch[120] Elapsed time 2.713 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.467361 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.24it/s, avg_epoch_loss=6.52] INFO:root:Epoch[121] Elapsed time 2.618 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.518151 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.3] INFO:root:Epoch[122] Elapsed time 2.694 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.301794 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.6] INFO:root:Epoch[123] Elapsed time 2.675 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.600619 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.61] INFO:root:Epoch[124] Elapsed time 2.692 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.607965 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.71] INFO:root:Epoch[125] Elapsed time 2.680 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.714975 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.42] INFO:root:Epoch[126] Elapsed time 2.688 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.421528 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.53] INFO:root:Epoch[127] Elapsed time 2.701 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.530694 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.67] INFO:root:Epoch[128] Elapsed time 2.678 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.674028 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.21] INFO:root:Epoch[129] Elapsed time 2.654 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.209848 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.6] INFO:root:Epoch[130] Elapsed time 2.699 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.600977 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.64] INFO:root:Epoch[131] Elapsed time 2.667 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.644973 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.92it/s, avg_epoch_loss=6.48] INFO:root:Epoch[132] Elapsed time 2.641 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.475715 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.61] INFO:root:Epoch[133] Elapsed time 2.680 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.610314 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.57] INFO:root:Epoch[134] Elapsed time 2.682 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.565743 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.39] INFO:root:Epoch[135] Elapsed time 2.732 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.385017 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.22it/s, avg_epoch_loss=6.5] INFO:root:Epoch[136] Elapsed time 2.618 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.497077 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.37] INFO:root:Epoch[137] Elapsed time 2.735 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.365655 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.63] INFO:root:Epoch[138] Elapsed time 2.688 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.628591 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.56] INFO:root:Epoch[139] Elapsed time 2.663 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.564508 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.66] INFO:root:Epoch[140] Elapsed time 2.688 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.662586 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.45] INFO:root:Epoch[141] Elapsed time 2.661 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.451083 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.49] INFO:root:Epoch[142] Elapsed time 2.687 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.489732 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.63] INFO:root:Epoch[143] Elapsed time 2.705 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.625490 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.18] INFO:root:Epoch[144] Elapsed time 2.682 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.184490 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.57] INFO:root:Epoch[145] Elapsed time 2.734 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.570016 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.62] INFO:root:Epoch[146] Elapsed time 2.695 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.616791 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.49] INFO:root:Epoch[147] Elapsed time 2.676 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.491106 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 30.49it/s, avg_epoch_loss=6.61] INFO:root:Epoch[148] Elapsed time 3.283 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.605919 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.65] INFO:root:Epoch[149] Elapsed time 2.681 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.648226 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.42] INFO:root:Epoch[150] Elapsed time 2.732 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.419743 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.03it/s, avg_epoch_loss=6.42] INFO:root:Epoch[151] Elapsed time 2.633 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.420273 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.43] INFO:root:Epoch[152] Elapsed time 2.741 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.433425 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.58] INFO:root:Epoch[153] Elapsed time 2.695 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.584439 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.52] INFO:root:Epoch[154] Elapsed time 2.720 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.516888 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.57] INFO:root:Epoch[155] Elapsed time 2.701 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.573506 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.51] INFO:root:Epoch[156] Elapsed time 2.713 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.506113 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.44] INFO:root:Epoch[157] Elapsed time 2.745 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.435567 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.58] INFO:root:Epoch[158] Elapsed time 2.662 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.576761 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.15] INFO:root:Epoch[159] Elapsed time 2.687 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.148702 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.64] INFO:root:Epoch[160] Elapsed time 2.682 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.644340 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.55] INFO:root:Epoch[161] Elapsed time 2.718 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.554030 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.5] INFO:root:Epoch[162] Elapsed time 2.651 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.501543 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.63] INFO:root:Epoch[163] Elapsed time 2.687 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.626035 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.58] INFO:root:Epoch[164] Elapsed time 2.658 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.583505 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.4] INFO:root:Epoch[165] Elapsed time 2.722 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.402850 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.13it/s, avg_epoch_loss=6.4] INFO:root:Epoch[166] Elapsed time 2.625 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.397431 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.42] INFO:root:Epoch[167] Elapsed time 2.696 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.415918 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.56] INFO:root:Epoch[168] Elapsed time 2.658 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.563359 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.51] INFO:root:Epoch[169] Elapsed time 2.667 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.514530 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.65] INFO:root:Epoch[170] Elapsed time 2.660 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.654549 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.46] INFO:root:Epoch[171] Elapsed time 2.640 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.462092 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.48] INFO:root:Epoch[172] Elapsed time 2.686 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.483027 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.61] INFO:root:Epoch[173] Elapsed time 2.672 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.614659 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.17] INFO:root:Epoch[174] Elapsed time 2.649 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.172282 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.58] INFO:root:Epoch[175] Elapsed time 2.715 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.575993 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.56] INFO:root:Epoch[176] Elapsed time 2.675 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.561520 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.45] INFO:root:Epoch[177] Elapsed time 2.668 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.451778 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.65] INFO:root:Epoch[178] Elapsed time 2.737 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.647963 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.6] INFO:root:Epoch[179] Elapsed time 2.670 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.603395 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.45] INFO:root:Epoch[180] Elapsed time 2.725 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.454745 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.38it/s, avg_epoch_loss=6.47] INFO:root:Epoch[181] Elapsed time 2.608 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.473003 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.39] INFO:root:Epoch[182] Elapsed time 2.716 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.387575 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.53] INFO:root:Epoch[183] Elapsed time 2.655 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.532725 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.54] INFO:root:Epoch[184] Elapsed time 2.672 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.544832 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.67] INFO:root:Epoch[185] Elapsed time 2.705 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.665429 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.38] INFO:root:Epoch[186] Elapsed time 2.672 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.377937 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.42] INFO:root:Epoch[187] Elapsed time 2.719 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.416548 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.58] INFO:root:Epoch[188] Elapsed time 2.677 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.583736 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.2] INFO:root:Epoch[189] Elapsed time 2.696 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.196348 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.6] INFO:root:Epoch[190] Elapsed time 2.678 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.597176 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.53] INFO:root:Epoch[191] Elapsed time 2.682 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.533758 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.45] INFO:root:Epoch[192] Elapsed time 2.642 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.446264 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.65] INFO:root:Epoch[193] Elapsed time 2.687 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.645011 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.54] INFO:root:Epoch[194] Elapsed time 2.662 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.535247 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.37] INFO:root:Epoch[195] Elapsed time 2.719 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.373902 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.23it/s, avg_epoch_loss=6.47] INFO:root:Epoch[196] Elapsed time 2.618 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.470516 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.37] INFO:root:Epoch[197] Elapsed time 2.718 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.367762 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.48] INFO:root:Epoch[198] Elapsed time 2.675 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.479303 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.49] INFO:root:Epoch[199] Elapsed time 2.675 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.486531 INFO:root:Loading parameters from best epoch (159) INFO:root:Final loss: 6.148702063560486 (occurred at epoch 159) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:34<00:00, 60.78it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 1.2342 0.105442 12.786743 0.098464 0.056669 45 epochs num_batches 0 200 100 Seed: 46
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=8.16] INFO:root:Epoch[0] Elapsed time 2.683 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.161189 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 33.89it/s, avg_epoch_loss=7.47] INFO:root:Epoch[1] Elapsed time 2.953 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.465648 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:03<00:00, 31.89it/s, avg_epoch_loss=7.14] INFO:root:Epoch[2] Elapsed time 3.139 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.137339 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=7.17] INFO:root:Epoch[3] Elapsed time 2.724 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.173562 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.84it/s, avg_epoch_loss=7.07] INFO:root:Epoch[4] Elapsed time 2.644 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.073528 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=7.32] INFO:root:Epoch[5] Elapsed time 2.672 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.324435 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.20it/s, avg_epoch_loss=7.09] INFO:root:Epoch[6] Elapsed time 2.621 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.088240 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=7.01] INFO:root:Epoch[7] Elapsed time 2.719 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.010915 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=7.17] INFO:root:Epoch[8] Elapsed time 2.682 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.170348 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.82] INFO:root:Epoch[9] Elapsed time 2.695 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.823311 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.95] INFO:root:Epoch[10] Elapsed time 2.650 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.951375 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.93] INFO:root:Epoch[11] Elapsed time 2.708 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.933106 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.10it/s, avg_epoch_loss=6.88] INFO:root:Epoch[12] Elapsed time 2.628 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.877270 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.26it/s, avg_epoch_loss=7.02] INFO:root:Epoch[13] Elapsed time 2.838 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.015189 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.80it/s, avg_epoch_loss=6.88] INFO:root:Epoch[14] Elapsed time 2.797 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.884258 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.9] INFO:root:Epoch[15] Elapsed time 2.700 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.898707 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.86] INFO:root:Epoch[16] Elapsed time 2.731 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.861552 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.69] INFO:root:Epoch[17] Elapsed time 2.751 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.688095 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.28it/s, avg_epoch_loss=6.82] INFO:root:Epoch[18] Elapsed time 2.759 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.820093 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.77] INFO:root:Epoch[19] Elapsed time 2.720 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.770107 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=7.07] INFO:root:Epoch[20] Elapsed time 2.721 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.068791 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.84] INFO:root:Epoch[21] Elapsed time 2.700 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.837092 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.92it/s, avg_epoch_loss=6.74] INFO:root:Epoch[22] Elapsed time 2.788 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.741533 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.84] INFO:root:Epoch[23] Elapsed time 2.672 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.844127 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.49] INFO:root:Epoch[24] Elapsed time 2.744 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.493638 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.78] INFO:root:Epoch[25] Elapsed time 2.684 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.775388 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.64] INFO:root:Epoch[26] Elapsed time 2.682 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.641988 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.76] INFO:root:Epoch[27] Elapsed time 2.702 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.756501 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 34.91it/s, avg_epoch_loss=6.83] INFO:root:Epoch[28] Elapsed time 2.867 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.831673 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.92it/s, avg_epoch_loss=6.77] INFO:root:Epoch[29] Elapsed time 2.787 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.765686 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.97it/s, avg_epoch_loss=6.67] INFO:root:Epoch[30] Elapsed time 2.784 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.673153 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.21it/s, avg_epoch_loss=6.64] INFO:root:Epoch[31] Elapsed time 2.620 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.636264 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.61] INFO:root:Epoch[32] Elapsed time 2.715 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.605355 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.69] INFO:root:Epoch[33] Elapsed time 2.685 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.690704 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.63] INFO:root:Epoch[34] Elapsed time 2.665 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.634160 INFO:root:Loading parameters from best epoch (24) INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.89] INFO:root:Epoch[35] Elapsed time 2.678 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.892367 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 38.29it/s, avg_epoch_loss=6.75] INFO:root:Epoch[36] Elapsed time 2.614 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.748116 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.68] INFO:root:Epoch[37] Elapsed time 2.728 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.677912 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.68] INFO:root:Epoch[38] Elapsed time 2.685 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.681551 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.4] INFO:root:Epoch[39] Elapsed time 2.692 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.396300 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.73] INFO:root:Epoch[40] Elapsed time 2.691 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.734672 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 34.88it/s, avg_epoch_loss=6.68] INFO:root:Epoch[41] Elapsed time 2.869 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.681779 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.51it/s, avg_epoch_loss=6.76] INFO:root:Epoch[42] Elapsed time 2.818 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.756559 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.10it/s, avg_epoch_loss=6.78] INFO:root:Epoch[43] Elapsed time 2.772 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.777333 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.71] INFO:root:Epoch[44] Elapsed time 2.705 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.707055 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.66it/s, avg_epoch_loss=6.62] INFO:root:Epoch[45] Elapsed time 2.807 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.620018 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.56] INFO:root:Epoch[46] Elapsed time 2.696 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.555498 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.09it/s, avg_epoch_loss=6.58] INFO:root:Epoch[47] Elapsed time 2.774 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.577131 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.62] INFO:root:Epoch[48] Elapsed time 2.701 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.616424 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.58] INFO:root:Epoch[49] Elapsed time 2.680 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.581102 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.78] INFO:root:Epoch[50] Elapsed time 2.713 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.779088 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.7] INFO:root:Epoch[51] Elapsed time 2.687 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.702798 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 34.70it/s, avg_epoch_loss=6.63] INFO:root:Epoch[52] Elapsed time 2.885 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.633307 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.64it/s, avg_epoch_loss=6.72] INFO:root:Epoch[53] Elapsed time 2.808 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.716344 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.32it/s, avg_epoch_loss=6.32] INFO:root:Epoch[54] Elapsed time 2.756 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.322996 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.37it/s, avg_epoch_loss=6.75] INFO:root:Epoch[55] Elapsed time 2.830 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.750395 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.85it/s, avg_epoch_loss=6.64] INFO:root:Epoch[56] Elapsed time 2.793 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.635061 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.87it/s, avg_epoch_loss=6.75] INFO:root:Epoch[57] Elapsed time 2.642 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.753327 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.75] INFO:root:Epoch[58] Elapsed time 2.754 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.746602 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.64] INFO:root:Epoch[59] Elapsed time 2.678 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.636636 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.68] INFO:root:Epoch[60] Elapsed time 2.701 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.676620 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.49] INFO:root:Epoch[61] Elapsed time 2.708 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.487643 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.52] INFO:root:Epoch[62] Elapsed time 2.712 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.520898 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.72] INFO:root:Epoch[63] Elapsed time 2.667 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.716678 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.51] INFO:root:Epoch[64] Elapsed time 2.664 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.512618 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.77] INFO:root:Epoch[65] Elapsed time 2.667 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.768851 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.71] INFO:root:Epoch[66] Elapsed time 2.756 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.706967 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:03<00:00, 29.49it/s, avg_epoch_loss=6.53] INFO:root:Epoch[67] Elapsed time 3.395 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.530485 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.7] INFO:root:Epoch[68] Elapsed time 2.732 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.699952 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.37] INFO:root:Epoch[69] Elapsed time 2.708 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.367970 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.72] INFO:root:Epoch[70] Elapsed time 2.760 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.721567 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.73it/s, avg_epoch_loss=6.66] INFO:root:Epoch[71] Elapsed time 2.802 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.663357 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.75] INFO:root:Epoch[72] Elapsed time 2.651 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.751208 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.65] INFO:root:Epoch[73] Elapsed time 2.756 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.652305 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.25it/s, avg_epoch_loss=6.58] INFO:root:Epoch[74] Elapsed time 2.762 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.578136 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[75] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.64] INFO:root:Epoch[75] Elapsed time 2.722 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.642977 INFO:root:Epoch[76] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 38.08it/s, avg_epoch_loss=6.5] INFO:root:Epoch[76] Elapsed time 2.628 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.503569 INFO:root:Epoch[77] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.64] INFO:root:Epoch[77] Elapsed time 2.723 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.639618 INFO:root:Epoch[78] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.78] INFO:root:Epoch[78] Elapsed time 2.673 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.784231 INFO:root:Epoch[79] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.59] INFO:root:Epoch[79] Elapsed time 2.671 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.592962 INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.76] INFO:root:Epoch[80] Elapsed time 2.729 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.763739 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.69] INFO:root:Epoch[81] Elapsed time 2.655 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.692728 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.5] INFO:root:Epoch[82] Elapsed time 2.725 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.501066 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.69] INFO:root:Epoch[83] Elapsed time 2.702 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.686873 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.35] INFO:root:Epoch[84] Elapsed time 2.690 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.347698 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[85] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.79] INFO:root:Epoch[85] Elapsed time 2.672 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.787123 INFO:root:Epoch[86] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.28it/s, avg_epoch_loss=6.63] INFO:root:Epoch[86] Elapsed time 2.759 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.630565 INFO:root:Epoch[87] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.74] INFO:root:Epoch[87] Elapsed time 2.687 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.742745 INFO:root:Epoch[88] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.7] INFO:root:Epoch[88] Elapsed time 2.697 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.696431 INFO:root:Epoch[89] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.61] INFO:root:Epoch[89] Elapsed time 2.743 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.610553 INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.66] INFO:root:Epoch[90] Elapsed time 2.734 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.659409 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.10it/s, avg_epoch_loss=6.5] INFO:root:Epoch[91] Elapsed time 2.627 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.496628 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.6] INFO:root:Epoch[92] Elapsed time 2.739 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.596684 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.76] INFO:root:Epoch[93] Elapsed time 2.775 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.762014 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.61] INFO:root:Epoch[94] Elapsed time 2.750 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.612262 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.77] INFO:root:Epoch[95] Elapsed time 2.701 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.767054 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.94it/s, avg_epoch_loss=6.59] INFO:root:Epoch[96] Elapsed time 2.786 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.591911 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.55] INFO:root:Epoch[97] Elapsed time 2.719 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.551117 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.73it/s, avg_epoch_loss=6.68] INFO:root:Epoch[98] Elapsed time 2.654 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.677464 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.43it/s, avg_epoch_loss=6.34] INFO:root:Epoch[99] Elapsed time 2.824 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.344283 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.74] INFO:root:Epoch[100] Elapsed time 2.679 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.741550 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.63] INFO:root:Epoch[101] Elapsed time 2.709 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.626753 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.68] INFO:root:Epoch[102] Elapsed time 2.689 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.683814 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.73] INFO:root:Epoch[103] Elapsed time 2.710 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.730753 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.62] INFO:root:Epoch[104] Elapsed time 2.723 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.617904 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.62] INFO:root:Epoch[105] Elapsed time 2.722 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.616748 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.51] INFO:root:Epoch[106] Elapsed time 2.693 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.511733 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.82it/s, avg_epoch_loss=6.58] INFO:root:Epoch[107] Elapsed time 2.796 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.582131 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.69] INFO:root:Epoch[108] Elapsed time 2.695 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.689963 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.53] INFO:root:Epoch[109] Elapsed time 2.664 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.533547 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.7] INFO:root:Epoch[110] Elapsed time 2.696 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.703210 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.69] INFO:root:Epoch[111] Elapsed time 2.678 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.691786 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.86it/s, avg_epoch_loss=6.56] INFO:root:Epoch[112] Elapsed time 2.871 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.555688 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.69] INFO:root:Epoch[113] Elapsed time 2.674 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.688500 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.05it/s, avg_epoch_loss=6.36] INFO:root:Epoch[114] Elapsed time 2.856 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.362048 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.72] INFO:root:Epoch[115] Elapsed time 2.699 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.716843 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.08it/s, avg_epoch_loss=6.63] INFO:root:Epoch[116] Elapsed time 2.775 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.631686 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.71] INFO:root:Epoch[117] Elapsed time 2.654 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.709828 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.85it/s, avg_epoch_loss=6.61] INFO:root:Epoch[118] Elapsed time 2.793 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.613085 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.63] INFO:root:Epoch[119] Elapsed time 2.703 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.626898 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.33it/s, avg_epoch_loss=6.58] INFO:root:Epoch[120] Elapsed time 2.833 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.580629 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.90it/s, avg_epoch_loss=6.43] INFO:root:Epoch[121] Elapsed time 2.640 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.428546 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=6.62] INFO:root:Epoch[122] Elapsed time 2.758 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.624286 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.73] INFO:root:Epoch[123] Elapsed time 2.748 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.725434 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.49] INFO:root:Epoch[124] Elapsed time 2.668 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.488775 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.71] INFO:root:Epoch[125] Elapsed time 2.739 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.710407 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.61] INFO:root:Epoch[126] Elapsed time 2.691 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.612435 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.55] INFO:root:Epoch[127] Elapsed time 2.721 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.545143 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.7] INFO:root:Epoch[128] Elapsed time 2.701 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.702066 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.93it/s, avg_epoch_loss=6.3] INFO:root:Epoch[129] Elapsed time 2.786 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.303045 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.40it/s, avg_epoch_loss=6.69] INFO:root:Epoch[130] Elapsed time 2.827 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.693499 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.61] INFO:root:Epoch[131] Elapsed time 2.739 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.609939 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.61] INFO:root:Epoch[132] Elapsed time 2.684 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.614077 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 30.33it/s, avg_epoch_loss=6.72] INFO:root:Epoch[133] Elapsed time 3.299 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.719478 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.67] INFO:root:Epoch[134] Elapsed time 2.706 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.673744 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.13it/s, avg_epoch_loss=6.51] INFO:root:Epoch[135] Elapsed time 2.771 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.508507 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.5] INFO:root:Epoch[136] Elapsed time 2.764 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.500914 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.45] INFO:root:Epoch[137] Elapsed time 2.777 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.445653 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.69] INFO:root:Epoch[138] Elapsed time 2.716 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.690012 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.54] INFO:root:Epoch[139] Elapsed time 2.682 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.542593 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.71] INFO:root:Epoch[140] Elapsed time 2.749 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.705500 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.59] INFO:root:Epoch[141] Elapsed time 2.714 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.593424 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.52] INFO:root:Epoch[142] Elapsed time 2.748 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.518198 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=6.67] INFO:root:Epoch[143] Elapsed time 2.757 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.674255 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.64it/s, avg_epoch_loss=6.27] INFO:root:Epoch[144] Elapsed time 2.809 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.267322 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.72] INFO:root:Epoch[145] Elapsed time 2.687 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.718875 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.58] INFO:root:Epoch[146] Elapsed time 2.681 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.578747 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.61] INFO:root:Epoch[147] Elapsed time 2.717 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.612789 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.7] INFO:root:Epoch[148] Elapsed time 2.699 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.700799 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.61] INFO:root:Epoch[149] Elapsed time 2.700 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.609413 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.56] INFO:root:Epoch[150] Elapsed time 2.733 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.558027 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.47] INFO:root:Epoch[151] Elapsed time 2.754 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.467618 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.53] INFO:root:Epoch[152] Elapsed time 2.714 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.528804 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.6] INFO:root:Epoch[153] Elapsed time 2.693 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.603944 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.55] INFO:root:Epoch[154] Elapsed time 2.662 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.547058 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.66] INFO:root:Epoch[155] Elapsed time 2.694 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.658125 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.59] INFO:root:Epoch[156] Elapsed time 2.677 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.588610 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.40it/s, avg_epoch_loss=6.49] INFO:root:Epoch[157] Elapsed time 2.750 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.493229 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.65] INFO:root:Epoch[158] Elapsed time 2.722 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.653015 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.17it/s, avg_epoch_loss=6.27] INFO:root:Epoch[159] Elapsed time 2.846 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.269739 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.65] INFO:root:Epoch[160] Elapsed time 2.682 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.651760 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.77it/s, avg_epoch_loss=6.6] INFO:root:Epoch[161] Elapsed time 2.798 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.604062 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.63] INFO:root:Epoch[162] Elapsed time 2.684 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.625603 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.66] INFO:root:Epoch[163] Elapsed time 2.719 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.658294 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.59] INFO:root:Epoch[164] Elapsed time 2.683 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.588843 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.09it/s, avg_epoch_loss=6.58] INFO:root:Epoch[165] Elapsed time 2.774 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.582324 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.37it/s, avg_epoch_loss=6.43] INFO:root:Epoch[166] Elapsed time 2.752 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.434282 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.03it/s, avg_epoch_loss=6.52] INFO:root:Epoch[167] Elapsed time 2.859 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.517087 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.68] INFO:root:Epoch[168] Elapsed time 2.758 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.681304 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.52] INFO:root:Epoch[169] Elapsed time 2.688 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.518145 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.44it/s, avg_epoch_loss=6.63] INFO:root:Epoch[170] Elapsed time 2.824 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.628899 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.64] INFO:root:Epoch[171] Elapsed time 2.723 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.638733 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.42it/s, avg_epoch_loss=6.47] INFO:root:Epoch[172] Elapsed time 2.826 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.468116 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.62] INFO:root:Epoch[173] Elapsed time 2.689 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.618940 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.24] INFO:root:Epoch[174] Elapsed time 2.716 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.241354 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.65] INFO:root:Epoch[175] Elapsed time 2.690 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.654457 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.91it/s, avg_epoch_loss=6.55] INFO:root:Epoch[176] Elapsed time 2.787 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.546396 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.62] INFO:root:Epoch[177] Elapsed time 2.755 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.622415 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.69] INFO:root:Epoch[178] Elapsed time 2.744 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.685903 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.54] INFO:root:Epoch[179] Elapsed time 2.699 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.543323 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.59] INFO:root:Epoch[180] Elapsed time 2.744 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.589253 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.43] INFO:root:Epoch[181] Elapsed time 2.673 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.425162 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.54it/s, avg_epoch_loss=6.47] INFO:root:Epoch[182] Elapsed time 2.816 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.468161 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.64] INFO:root:Epoch[183] Elapsed time 2.718 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.637872 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.45] INFO:root:Epoch[184] Elapsed time 2.708 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.447948 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.65] INFO:root:Epoch[185] Elapsed time 2.740 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.646866 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.61] INFO:root:Epoch[186] Elapsed time 2.769 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.610668 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.47] INFO:root:Epoch[187] Elapsed time 2.745 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.474247 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.63] INFO:root:Epoch[188] Elapsed time 2.683 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.625774 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.92it/s, avg_epoch_loss=6.25] INFO:root:Epoch[189] Elapsed time 2.787 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.253967 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.66] INFO:root:Epoch[190] Elapsed time 2.691 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.660852 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.55] INFO:root:Epoch[191] Elapsed time 2.770 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.549765 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.6] INFO:root:Epoch[192] Elapsed time 2.677 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.604399 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.65] INFO:root:Epoch[193] Elapsed time 2.751 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.651375 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.55] INFO:root:Epoch[194] Elapsed time 2.720 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.550058 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.54] INFO:root:Epoch[195] Elapsed time 2.744 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.541669 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.4] INFO:root:Epoch[196] Elapsed time 2.682 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.397938 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.51] INFO:root:Epoch[197] Elapsed time 2.741 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.505452 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 31.70it/s, avg_epoch_loss=6.6] INFO:root:Epoch[198] Elapsed time 3.157 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.600874 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.30it/s, avg_epoch_loss=6.5] INFO:root:Epoch[199] Elapsed time 2.917 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.496119 INFO:root:Loading parameters from best epoch (174) INFO:root:Final loss: 6.241353516578674 (occurred at epoch 174) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:35<00:00, 60.69it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.251808 0.105656 13.383976 0.098684 0.056591 seed epochs num_batches 0 46 200 100 Seed: 47
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=7.84] INFO:root:Epoch[0] Elapsed time 2.696 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.835142 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=7.48] INFO:root:Epoch[1] Elapsed time 2.688 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.479339 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.32it/s, avg_epoch_loss=7.2] INFO:root:Epoch[2] Elapsed time 2.755 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.202401 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=7.23] INFO:root:Epoch[3] Elapsed time 2.699 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.229641 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=7.09] INFO:root:Epoch[4] Elapsed time 2.677 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.094886 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=7.27] INFO:root:Epoch[5] Elapsed time 2.722 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.266332 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=7.07] INFO:root:Epoch[6] Elapsed time 2.702 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.066729 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.75it/s, avg_epoch_loss=7.08] INFO:root:Epoch[7] Elapsed time 2.799 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.075687 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=7.14] INFO:root:Epoch[8] Elapsed time 2.757 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.144018 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.8] INFO:root:Epoch[9] Elapsed time 2.696 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.795546 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.93] INFO:root:Epoch[10] Elapsed time 2.658 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.933277 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.13it/s, avg_epoch_loss=6.92] INFO:root:Epoch[11] Elapsed time 2.849 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.920642 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=7] INFO:root:Epoch[12] Elapsed time 2.679 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.004685 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.58it/s, avg_epoch_loss=7.08] INFO:root:Epoch[13] Elapsed time 2.737 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.076310 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.88] INFO:root:Epoch[14] Elapsed time 2.678 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.884457 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.87] INFO:root:Epoch[15] Elapsed time 2.722 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.873568 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.23it/s, avg_epoch_loss=6.95] INFO:root:Epoch[16] Elapsed time 2.618 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.948000 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.77] INFO:root:Epoch[17] Elapsed time 2.760 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.771912 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.72] INFO:root:Epoch[18] Elapsed time 2.679 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.723667 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.67it/s, avg_epoch_loss=6.78] INFO:root:Epoch[19] Elapsed time 2.805 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.779947 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.50it/s, avg_epoch_loss=7.01] INFO:root:Epoch[20] Elapsed time 2.819 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.014992 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.77] INFO:root:Epoch[21] Elapsed time 2.653 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.769829 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.75] INFO:root:Epoch[22] Elapsed time 2.688 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.745503 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.14it/s, avg_epoch_loss=6.81] INFO:root:Epoch[23] Elapsed time 2.770 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.809424 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.6] INFO:root:Epoch[24] Elapsed time 2.690 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.601558 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.10it/s, avg_epoch_loss=6.76] INFO:root:Epoch[25] Elapsed time 2.851 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.756570 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.79] INFO:root:Epoch[26] Elapsed time 2.679 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.793516 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.71] INFO:root:Epoch[27] Elapsed time 2.655 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.706142 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.82] INFO:root:Epoch[28] Elapsed time 2.716 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.821324 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.71] INFO:root:Epoch[29] Elapsed time 2.687 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.706933 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.67] INFO:root:Epoch[30] Elapsed time 2.737 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.666123 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.13it/s, avg_epoch_loss=6.78] INFO:root:Epoch[31] Elapsed time 2.771 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.778269 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=6.49] INFO:root:Epoch[32] Elapsed time 2.758 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.485393 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.67] INFO:root:Epoch[33] Elapsed time 2.682 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.674525 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.75] INFO:root:Epoch[34] Elapsed time 2.705 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.745022 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.91] INFO:root:Epoch[35] Elapsed time 2.680 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.912586 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.51] INFO:root:Epoch[36] Elapsed time 2.689 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.513926 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.72] INFO:root:Epoch[37] Elapsed time 2.698 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.721822 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.28it/s, avg_epoch_loss=6.74] INFO:root:Epoch[38] Elapsed time 2.837 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.743462 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.31] INFO:root:Epoch[39] Elapsed time 2.672 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.309936 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.80it/s, avg_epoch_loss=6.69] INFO:root:Epoch[40] Elapsed time 2.795 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.693459 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.64] INFO:root:Epoch[41] Elapsed time 2.719 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.641100 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.62] INFO:root:Epoch[42] Elapsed time 2.699 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.618337 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.41it/s, avg_epoch_loss=6.75] INFO:root:Epoch[43] Elapsed time 2.825 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.753164 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.63] INFO:root:Epoch[44] Elapsed time 2.678 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.632991 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.52] INFO:root:Epoch[45] Elapsed time 2.719 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.518793 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.16it/s, avg_epoch_loss=6.65] INFO:root:Epoch[46] Elapsed time 2.767 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.646281 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.58it/s, avg_epoch_loss=6.51] INFO:root:Epoch[47] Elapsed time 2.735 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.509133 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.58] INFO:root:Epoch[48] Elapsed time 2.722 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.580151 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=6.53] INFO:root:Epoch[49] Elapsed time 2.724 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.530649 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.89] INFO:root:Epoch[50] Elapsed time 2.713 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.889437 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:03<00:00, 29.83it/s, avg_epoch_loss=6.45] INFO:root:Epoch[51] Elapsed time 3.354 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.446391 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.18it/s, avg_epoch_loss=6.55] INFO:root:Epoch[52] Elapsed time 2.766 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.549723 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.66] INFO:root:Epoch[53] Elapsed time 2.696 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.662288 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.26] INFO:root:Epoch[54] Elapsed time 2.684 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.257233 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.65] INFO:root:Epoch[55] Elapsed time 2.676 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.646930 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.63] INFO:root:Epoch[56] Elapsed time 2.758 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.633288 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.53] INFO:root:Epoch[57] Elapsed time 2.662 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.529682 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.67] INFO:root:Epoch[58] Elapsed time 2.695 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.674323 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.59] INFO:root:Epoch[59] Elapsed time 2.729 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.593870 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.49] INFO:root:Epoch[60] Elapsed time 2.723 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.487097 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.58] INFO:root:Epoch[61] Elapsed time 2.652 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.581066 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.38it/s, avg_epoch_loss=6.4] INFO:root:Epoch[62] Elapsed time 2.828 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.395856 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.5] INFO:root:Epoch[63] Elapsed time 2.706 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.498208 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.61] INFO:root:Epoch[64] Elapsed time 2.739 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.605964 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.85] INFO:root:Epoch[65] Elapsed time 2.683 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.853443 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.49] INFO:root:Epoch[66] Elapsed time 2.689 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.494707 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.61] INFO:root:Epoch[67] Elapsed time 2.675 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.612485 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.66] INFO:root:Epoch[68] Elapsed time 2.687 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.660559 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.22it/s, avg_epoch_loss=6.28] INFO:root:Epoch[69] Elapsed time 2.763 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.278217 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.62] INFO:root:Epoch[70] Elapsed time 2.716 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.620406 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.63] INFO:root:Epoch[71] Elapsed time 2.679 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.628025 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.54] INFO:root:Epoch[72] Elapsed time 2.707 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.542345 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.62] INFO:root:Epoch[73] Elapsed time 2.681 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.622980 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.65] INFO:root:Epoch[74] Elapsed time 2.779 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.646435 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.70it/s, avg_epoch_loss=6.51] INFO:root:Epoch[75] Elapsed time 2.803 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.505791 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.54] INFO:root:Epoch[76] Elapsed time 2.737 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.542839 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.61it/s, avg_epoch_loss=6.5] INFO:root:Epoch[77] Elapsed time 2.811 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.499223 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.57] INFO:root:Epoch[78] Elapsed time 2.658 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.569685 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.61] INFO:root:Epoch[79] Elapsed time 2.667 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.614005 INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.86] INFO:root:Epoch[80] Elapsed time 2.747 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.861210 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.4] INFO:root:Epoch[81] Elapsed time 2.683 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.404303 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.54] INFO:root:Epoch[82] Elapsed time 2.700 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.537982 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.68] INFO:root:Epoch[83] Elapsed time 2.721 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.677966 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.27] INFO:root:Epoch[84] Elapsed time 2.653 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.268535 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.63] INFO:root:Epoch[85] Elapsed time 2.699 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.633238 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.6] INFO:root:Epoch[86] Elapsed time 2.721 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.603216 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.55] INFO:root:Epoch[87] Elapsed time 2.645 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.553630 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.69] INFO:root:Epoch[88] Elapsed time 2.699 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.690184 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.6] INFO:root:Epoch[89] Elapsed time 2.745 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.595079 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.46] INFO:root:Epoch[90] Elapsed time 2.738 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.457289 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 38.33it/s, avg_epoch_loss=6.6] INFO:root:Epoch[91] Elapsed time 2.612 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.603013 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.41] INFO:root:Epoch[92] Elapsed time 2.733 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.407941 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.63] INFO:root:Epoch[93] Elapsed time 2.743 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.630274 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.61] INFO:root:Epoch[94] Elapsed time 2.677 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.606715 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.73] INFO:root:Epoch[95] Elapsed time 2.663 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.729173 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.6] INFO:root:Epoch[96] Elapsed time 2.701 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.603176 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.53] INFO:root:Epoch[97] Elapsed time 2.692 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.531841 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.89it/s, avg_epoch_loss=6.74] INFO:root:Epoch[98] Elapsed time 2.789 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.738470 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.33] INFO:root:Epoch[99] Elapsed time 2.777 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.330373 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.6] INFO:root:Epoch[100] Elapsed time 2.708 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.604488 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.58it/s, avg_epoch_loss=6.62] INFO:root:Epoch[101] Elapsed time 2.736 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.622191 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.77it/s, avg_epoch_loss=6.55] INFO:root:Epoch[102] Elapsed time 2.650 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.548066 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.18it/s, avg_epoch_loss=6.56] INFO:root:Epoch[103] Elapsed time 2.767 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.563872 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.31it/s, avg_epoch_loss=6.59] INFO:root:Epoch[104] Elapsed time 2.919 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.589979 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=6.5] INFO:root:Epoch[105] Elapsed time 2.757 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.496962 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.08it/s, avg_epoch_loss=6.6] INFO:root:Epoch[106] Elapsed time 2.774 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.603642 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.52it/s, avg_epoch_loss=6.32] INFO:root:Epoch[107] Elapsed time 2.899 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.319339 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.6] INFO:root:Epoch[108] Elapsed time 2.776 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.596846 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.59] INFO:root:Epoch[109] Elapsed time 2.721 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.588357 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.73] INFO:root:Epoch[110] Elapsed time 2.735 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.728774 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.53] INFO:root:Epoch[111] Elapsed time 2.757 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.534305 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.57] INFO:root:Epoch[112] Elapsed time 2.693 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.567950 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.62] INFO:root:Epoch[113] Elapsed time 2.691 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.624127 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.26it/s, avg_epoch_loss=6.32] INFO:root:Epoch[114] Elapsed time 2.760 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.320410 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.55] INFO:root:Epoch[115] Elapsed time 2.699 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.549205 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.68] INFO:root:Epoch[116] Elapsed time 2.754 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.675746 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 30.19it/s, avg_epoch_loss=6.49] INFO:root:Epoch[117] Elapsed time 3.314 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.485517 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.55] INFO:root:Epoch[118] Elapsed time 2.734 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.548178 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.65] INFO:root:Epoch[119] Elapsed time 2.665 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.645302 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.48] INFO:root:Epoch[120] Elapsed time 2.776 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.483879 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.64] INFO:root:Epoch[121] Elapsed time 2.690 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.642297 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.28] INFO:root:Epoch[122] Elapsed time 2.741 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.276819 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.66] INFO:root:Epoch[123] Elapsed time 2.680 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.664507 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.53] INFO:root:Epoch[124] Elapsed time 2.694 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.533738 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.62] INFO:root:Epoch[125] Elapsed time 2.680 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.624196 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.62] INFO:root:Epoch[126] Elapsed time 2.678 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.624234 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.55] INFO:root:Epoch[127] Elapsed time 2.687 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.552220 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.6] INFO:root:Epoch[128] Elapsed time 2.735 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.603860 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.39] INFO:root:Epoch[129] Elapsed time 2.652 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.386160 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.46] INFO:root:Epoch[130] Elapsed time 2.701 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.457927 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.64] INFO:root:Epoch[131] Elapsed time 2.675 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.643602 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.43] INFO:root:Epoch[132] Elapsed time 2.682 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.429116 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.65] INFO:root:Epoch[133] Elapsed time 2.707 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.647262 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.58] INFO:root:Epoch[134] Elapsed time 2.674 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.576044 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.44] INFO:root:Epoch[135] Elapsed time 2.717 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.438817 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.50it/s, avg_epoch_loss=6.63] INFO:root:Epoch[136] Elapsed time 2.601 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.633498 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.29] INFO:root:Epoch[137] Elapsed time 2.728 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.286865 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.65] INFO:root:Epoch[138] Elapsed time 2.705 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.652274 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.49] INFO:root:Epoch[139] Elapsed time 2.689 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.491452 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.66] INFO:root:Epoch[140] Elapsed time 2.692 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.655912 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.51] INFO:root:Epoch[141] Elapsed time 2.704 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.514664 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.58] INFO:root:Epoch[142] Elapsed time 2.686 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.582130 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.55] INFO:root:Epoch[143] Elapsed time 2.691 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.546917 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.99it/s, avg_epoch_loss=6.39] INFO:root:Epoch[144] Elapsed time 2.636 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.393497 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.47] INFO:root:Epoch[145] Elapsed time 2.712 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.471735 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.67] INFO:root:Epoch[146] Elapsed time 2.689 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.667215 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.4] INFO:root:Epoch[147] Elapsed time 2.675 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.400307 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.59] INFO:root:Epoch[148] Elapsed time 2.711 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.590265 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.61] INFO:root:Epoch[149] Elapsed time 2.708 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.614265 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.41] INFO:root:Epoch[150] Elapsed time 2.755 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.410133 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.87it/s, avg_epoch_loss=6.61] INFO:root:Epoch[151] Elapsed time 2.643 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.611050 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.27] INFO:root:Epoch[152] Elapsed time 2.725 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.267297 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.63] INFO:root:Epoch[153] Elapsed time 2.677 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.625335 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.51] INFO:root:Epoch[154] Elapsed time 2.703 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.508355 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.90it/s, avg_epoch_loss=6.62] INFO:root:Epoch[155] Elapsed time 2.788 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.619451 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.51] INFO:root:Epoch[156] Elapsed time 2.681 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.506087 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.56] INFO:root:Epoch[157] Elapsed time 2.749 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.559674 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.46it/s, avg_epoch_loss=6.6] INFO:root:Epoch[158] Elapsed time 2.822 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.597020 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.34] INFO:root:Epoch[159] Elapsed time 2.670 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.335348 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.51] INFO:root:Epoch[160] Elapsed time 2.711 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.514316 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.65] INFO:root:Epoch[161] Elapsed time 2.692 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.645675 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.80it/s, avg_epoch_loss=6.45] INFO:root:Epoch[162] Elapsed time 2.649 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.451056 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.61] INFO:root:Epoch[163] Elapsed time 2.691 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.612335 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.58] INFO:root:Epoch[164] Elapsed time 2.664 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.580567 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.49] INFO:root:Epoch[165] Elapsed time 2.715 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.490442 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.13it/s, avg_epoch_loss=6.58] INFO:root:Epoch[166] Elapsed time 2.625 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.577016 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.28] INFO:root:Epoch[167] Elapsed time 2.750 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.283187 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.61] INFO:root:Epoch[168] Elapsed time 2.675 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.612264 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.53] INFO:root:Epoch[169] Elapsed time 2.715 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.529200 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.64] INFO:root:Epoch[170] Elapsed time 2.695 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.635974 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.52] INFO:root:Epoch[171] Elapsed time 2.696 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.518796 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.53] INFO:root:Epoch[172] Elapsed time 2.676 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.530959 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.55] INFO:root:Epoch[173] Elapsed time 2.694 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.551993 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.42] INFO:root:Epoch[174] Elapsed time 2.685 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.421672 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.52] INFO:root:Epoch[175] Elapsed time 2.705 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.521743 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.90it/s, avg_epoch_loss=6.61] INFO:root:Epoch[176] Elapsed time 2.787 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.612818 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.39] INFO:root:Epoch[177] Elapsed time 2.653 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.387083 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.57] INFO:root:Epoch[178] Elapsed time 2.684 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.569646 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.6] INFO:root:Epoch[179] Elapsed time 2.662 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.604550 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.4] INFO:root:Epoch[180] Elapsed time 2.733 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.403193 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.00it/s, avg_epoch_loss=6.56] INFO:root:Epoch[181] Elapsed time 2.635 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.559445 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.24] INFO:root:Epoch[182] Elapsed time 2.722 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.241867 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 31.71it/s, avg_epoch_loss=6.6] INFO:root:Epoch[183] Elapsed time 3.156 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.600963 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.68it/s, avg_epoch_loss=6.5] INFO:root:Epoch[184] Elapsed time 2.886 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.499318 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.61] INFO:root:Epoch[185] Elapsed time 2.696 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.608788 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.51] INFO:root:Epoch[186] Elapsed time 2.728 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.509293 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.54] INFO:root:Epoch[187] Elapsed time 2.699 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.535373 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.56] INFO:root:Epoch[188] Elapsed time 2.717 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.561629 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.29] INFO:root:Epoch[189] Elapsed time 2.688 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.286761 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.55] INFO:root:Epoch[190] Elapsed time 2.722 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.553893 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.61] INFO:root:Epoch[191] Elapsed time 2.712 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.610547 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.42] INFO:root:Epoch[192] Elapsed time 2.682 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.418854 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.56] INFO:root:Epoch[193] Elapsed time 2.715 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.560107 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.59] INFO:root:Epoch[194] Elapsed time 2.702 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.594806 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.36] INFO:root:Epoch[195] Elapsed time 2.743 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.359495 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.52] INFO:root:Epoch[196] Elapsed time 2.660 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.521452 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.25] INFO:root:Epoch[197] Elapsed time 2.751 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.253372 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.56] INFO:root:Epoch[198] Elapsed time 2.695 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.563581 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.54] INFO:root:Epoch[199] Elapsed time 2.725 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.544595 INFO:root:Loading parameters from best epoch (182) INFO:root:Final loss: 6.241867089271546 (occurred at epoch 182) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:35<00:00, 60.66it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.316282 0.106864 14.081364 0.099024 0.056551 seed epochs num_batches 0 47 200 100 Seed: 48
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=7.65] INFO:root:Epoch[0] Elapsed time 2.721 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.647230 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=7.38] INFO:root:Epoch[1] Elapsed time 2.667 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.375934 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=7.1] INFO:root:Epoch[2] Elapsed time 2.697 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.102318 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=7.16] INFO:root:Epoch[3] Elapsed time 2.670 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.160378 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=7.14] INFO:root:Epoch[4] Elapsed time 2.722 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.139199 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=7.22] INFO:root:Epoch[5] Elapsed time 2.706 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.215071 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=7.11] INFO:root:Epoch[6] Elapsed time 2.664 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.111436 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=7.06] INFO:root:Epoch[7] Elapsed time 2.733 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.055863 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.08it/s, avg_epoch_loss=7.1] INFO:root:Epoch[8] Elapsed time 2.628 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.102159 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.8] INFO:root:Epoch[9] Elapsed time 2.692 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.801881 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.95] INFO:root:Epoch[10] Elapsed time 2.683 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.947004 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.92] INFO:root:Epoch[11] Elapsed time 2.707 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.924895 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.94] INFO:root:Epoch[12] Elapsed time 2.702 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.940849 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=7.01] INFO:root:Epoch[13] Elapsed time 2.717 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.008165 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.92] INFO:root:Epoch[14] Elapsed time 2.661 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.916642 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.87] INFO:root:Epoch[15] Elapsed time 2.712 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.873284 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.81it/s, avg_epoch_loss=6.81] INFO:root:Epoch[16] Elapsed time 2.647 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.807888 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.72] INFO:root:Epoch[17] Elapsed time 2.712 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.719796 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.84] INFO:root:Epoch[18] Elapsed time 2.660 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.843452 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.76] INFO:root:Epoch[19] Elapsed time 2.646 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.760090 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=7.02] INFO:root:Epoch[20] Elapsed time 2.674 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.024039 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.78] INFO:root:Epoch[21] Elapsed time 2.659 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.776891 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.73] INFO:root:Epoch[22] Elapsed time 2.693 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.734872 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.85it/s, avg_epoch_loss=6.89] INFO:root:Epoch[23] Elapsed time 2.644 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.887679 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.45] INFO:root:Epoch[24] Elapsed time 2.715 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.448701 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.73] INFO:root:Epoch[25] Elapsed time 2.706 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.732675 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.72] INFO:root:Epoch[26] Elapsed time 2.706 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.724379 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.78] INFO:root:Epoch[27] Elapsed time 2.645 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.777456 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.81] INFO:root:Epoch[28] Elapsed time 2.690 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.810807 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.68] INFO:root:Epoch[29] Elapsed time 2.684 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.680522 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.76] INFO:root:Epoch[30] Elapsed time 2.696 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.764451 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.17it/s, avg_epoch_loss=6.64] INFO:root:Epoch[31] Elapsed time 2.624 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.639698 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.56] INFO:root:Epoch[32] Elapsed time 2.722 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.563072 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.67] INFO:root:Epoch[33] Elapsed time 2.704 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.666857 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.57] INFO:root:Epoch[34] Elapsed time 2.665 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.574939 INFO:root:Loading parameters from best epoch (24) INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.84] INFO:root:Epoch[35] Elapsed time 2.683 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.843188 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:03<00:00, 33.31it/s, avg_epoch_loss=6.69] INFO:root:Epoch[36] Elapsed time 3.004 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.691269 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 33.49it/s, avg_epoch_loss=6.66] INFO:root:Epoch[37] Elapsed time 2.988 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.662586 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.8] INFO:root:Epoch[38] Elapsed time 2.660 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.796601 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.41] INFO:root:Epoch[39] Elapsed time 2.703 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.414011 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.74] INFO:root:Epoch[40] Elapsed time 2.665 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.741269 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.65] INFO:root:Epoch[41] Elapsed time 2.690 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.651029 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.79it/s, avg_epoch_loss=6.66] INFO:root:Epoch[42] Elapsed time 2.649 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.659659 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.84] INFO:root:Epoch[43] Elapsed time 2.679 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.840932 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.68] INFO:root:Epoch[44] Elapsed time 2.696 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.681516 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.6] INFO:root:Epoch[45] Elapsed time 2.716 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.600783 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 38.14it/s, avg_epoch_loss=6.52] INFO:root:Epoch[46] Elapsed time 2.624 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.515875 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.51] INFO:root:Epoch[47] Elapsed time 2.737 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.509868 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 38.03it/s, avg_epoch_loss=6.66] INFO:root:Epoch[48] Elapsed time 2.632 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.658747 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=6.61] INFO:root:Epoch[49] Elapsed time 2.656 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.610682 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.76] INFO:root:Epoch[50] Elapsed time 2.663 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.758839 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.66] INFO:root:Epoch[51] Elapsed time 2.680 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.663320 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.58] INFO:root:Epoch[52] Elapsed time 2.723 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.579830 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.79it/s, avg_epoch_loss=6.72] INFO:root:Epoch[53] Elapsed time 2.649 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.720247 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.35] INFO:root:Epoch[54] Elapsed time 2.703 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.348397 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.74] INFO:root:Epoch[55] Elapsed time 2.689 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.735908 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.68] INFO:root:Epoch[56] Elapsed time 2.707 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.683973 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.66] INFO:root:Epoch[57] Elapsed time 2.651 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.656640 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.73] INFO:root:Epoch[58] Elapsed time 2.716 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.732050 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.71] INFO:root:Epoch[59] Elapsed time 2.680 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.710344 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.48it/s, avg_epoch_loss=6.55] INFO:root:Epoch[60] Elapsed time 2.821 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.545502 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.55] INFO:root:Epoch[61] Elapsed time 2.659 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.554919 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.51] INFO:root:Epoch[62] Elapsed time 2.722 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.514643 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.65] INFO:root:Epoch[63] Elapsed time 2.690 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.654626 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.61] INFO:root:Epoch[64] Elapsed time 2.671 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.613530 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.73] INFO:root:Epoch[65] Elapsed time 2.699 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.726031 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.57] INFO:root:Epoch[66] Elapsed time 2.678 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.569916 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.56] INFO:root:Epoch[67] Elapsed time 2.726 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.561282 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.85it/s, avg_epoch_loss=6.72] INFO:root:Epoch[68] Elapsed time 2.645 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.716456 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.33] INFO:root:Epoch[69] Elapsed time 2.707 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.330894 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.76] INFO:root:Epoch[70] Elapsed time 2.662 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.758651 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.68] INFO:root:Epoch[71] Elapsed time 2.714 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.683574 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.63] INFO:root:Epoch[72] Elapsed time 2.650 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.630553 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.69] INFO:root:Epoch[73] Elapsed time 2.675 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.689384 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.65] INFO:root:Epoch[74] Elapsed time 2.677 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.654138 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.57] INFO:root:Epoch[75] Elapsed time 2.684 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.565804 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 38.19it/s, avg_epoch_loss=6.52] INFO:root:Epoch[76] Elapsed time 2.621 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.515653 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.56] INFO:root:Epoch[77] Elapsed time 2.690 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.559052 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.69] INFO:root:Epoch[78] Elapsed time 2.684 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.691494 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.58] INFO:root:Epoch[79] Elapsed time 2.668 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.577762 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.73it/s, avg_epoch_loss=6.68] INFO:root:Epoch[80] Elapsed time 2.653 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.678083 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.64] INFO:root:Epoch[81] Elapsed time 2.665 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.640541 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.55] INFO:root:Epoch[82] Elapsed time 2.723 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.545869 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 38.25it/s, avg_epoch_loss=6.63] INFO:root:Epoch[83] Elapsed time 2.616 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.627369 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.28] INFO:root:Epoch[84] Elapsed time 2.669 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.280252 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.74] INFO:root:Epoch[85] Elapsed time 2.662 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.744842 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.63] INFO:root:Epoch[86] Elapsed time 2.706 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.631229 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.62] INFO:root:Epoch[87] Elapsed time 2.658 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.618098 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.72] INFO:root:Epoch[88] Elapsed time 2.732 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.720705 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.65] INFO:root:Epoch[89] Elapsed time 2.684 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.648154 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.51] INFO:root:Epoch[90] Elapsed time 2.709 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.514868 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 38.05it/s, avg_epoch_loss=6.49] INFO:root:Epoch[91] Elapsed time 2.632 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.491825 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.51] INFO:root:Epoch[92] Elapsed time 2.743 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.514936 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.71] INFO:root:Epoch[93] Elapsed time 2.691 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.709180 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.61] INFO:root:Epoch[94] Elapsed time 2.689 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.605722 INFO:root:Loading parameters from best epoch (84) INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.65] INFO:root:Epoch[95] Elapsed time 2.720 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.645385 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.66] INFO:root:Epoch[96] Elapsed time 2.683 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.655011 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.5] INFO:root:Epoch[97] Elapsed time 2.740 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.502746 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.64] INFO:root:Epoch[98] Elapsed time 2.657 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.644102 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.27] INFO:root:Epoch[99] Elapsed time 2.725 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.272049 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.74] INFO:root:Epoch[100] Elapsed time 2.653 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.742839 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.64] INFO:root:Epoch[101] Elapsed time 2.666 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.638080 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.98it/s, avg_epoch_loss=6.63] INFO:root:Epoch[102] Elapsed time 2.635 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.626277 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 30.73it/s, avg_epoch_loss=6.69] INFO:root:Epoch[103] Elapsed time 3.257 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.687729 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.94it/s, avg_epoch_loss=6.6] INFO:root:Epoch[104] Elapsed time 2.637 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.598355 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.58] INFO:root:Epoch[105] Elapsed time 2.718 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.580273 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.29it/s, avg_epoch_loss=6.5] INFO:root:Epoch[106] Elapsed time 2.615 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.501683 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.52] INFO:root:Epoch[107] Elapsed time 2.679 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.515619 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.68] INFO:root:Epoch[108] Elapsed time 2.667 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.683902 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.59] INFO:root:Epoch[109] Elapsed time 2.663 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.592212 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.69] INFO:root:Epoch[110] Elapsed time 2.680 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.687290 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.57] INFO:root:Epoch[111] Elapsed time 2.750 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.570860 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.65it/s, avg_epoch_loss=6.52] INFO:root:Epoch[112] Elapsed time 2.807 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.522269 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.66] INFO:root:Epoch[113] Elapsed time 2.713 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.661743 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.24] INFO:root:Epoch[114] Elapsed time 2.748 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.239787 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.7] INFO:root:Epoch[115] Elapsed time 2.695 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.696573 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.63] INFO:root:Epoch[116] Elapsed time 2.715 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.631124 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.6] INFO:root:Epoch[117] Elapsed time 2.662 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.596071 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.69] INFO:root:Epoch[118] Elapsed time 2.752 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.692088 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.97it/s, avg_epoch_loss=6.6] INFO:root:Epoch[119] Elapsed time 2.783 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.595699 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.51] INFO:root:Epoch[120] Elapsed time 2.710 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.512015 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.44] INFO:root:Epoch[121] Elapsed time 2.700 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.440099 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.99it/s, avg_epoch_loss=6.54] INFO:root:Epoch[122] Elapsed time 2.783 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.536557 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.21it/s, avg_epoch_loss=6.68] INFO:root:Epoch[123] Elapsed time 2.842 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.682661 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.21it/s, avg_epoch_loss=6.54] INFO:root:Epoch[124] Elapsed time 2.843 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.536428 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.26it/s, avg_epoch_loss=6.65] INFO:root:Epoch[125] Elapsed time 2.839 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.646752 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.61] INFO:root:Epoch[126] Elapsed time 2.747 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.614943 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.48it/s, avg_epoch_loss=6.52] INFO:root:Epoch[127] Elapsed time 2.903 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.524200 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.96it/s, avg_epoch_loss=6.64] INFO:root:Epoch[128] Elapsed time 2.636 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.635644 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.25it/s, avg_epoch_loss=6.28] INFO:root:Epoch[129] Elapsed time 2.760 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.277549 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.75] INFO:root:Epoch[130] Elapsed time 2.722 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.752452 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.62] INFO:root:Epoch[131] Elapsed time 2.706 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.622041 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.66] INFO:root:Epoch[132] Elapsed time 2.743 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.656206 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.52it/s, avg_epoch_loss=6.63] INFO:root:Epoch[133] Elapsed time 2.817 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.634780 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.55] INFO:root:Epoch[134] Elapsed time 2.712 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.552165 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.58] INFO:root:Epoch[135] Elapsed time 2.743 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.575472 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.37] INFO:root:Epoch[136] Elapsed time 2.671 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.365055 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.89it/s, avg_epoch_loss=6.61] INFO:root:Epoch[137] Elapsed time 2.791 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.606742 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.7] INFO:root:Epoch[138] Elapsed time 2.697 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.703060 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.19it/s, avg_epoch_loss=6.54] INFO:root:Epoch[139] Elapsed time 2.766 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.535567 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.35it/s, avg_epoch_loss=6.55] INFO:root:Epoch[140] Elapsed time 2.832 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.554841 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.42it/s, avg_epoch_loss=6.61] INFO:root:Epoch[141] Elapsed time 2.828 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.614045 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.44] INFO:root:Epoch[142] Elapsed time 2.718 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.444504 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.6] INFO:root:Epoch[143] Elapsed time 2.726 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.600835 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.74it/s, avg_epoch_loss=6.33] INFO:root:Epoch[144] Elapsed time 2.800 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.334981 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.68] INFO:root:Epoch[145] Elapsed time 2.701 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.679334 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.89it/s, avg_epoch_loss=6.59] INFO:root:Epoch[146] Elapsed time 2.788 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.593971 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.67] INFO:root:Epoch[147] Elapsed time 2.708 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.666887 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.57] INFO:root:Epoch[148] Elapsed time 2.714 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.569297 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.56] INFO:root:Epoch[149] Elapsed time 2.732 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.560104 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.65it/s, avg_epoch_loss=6.61] INFO:root:Epoch[150] Elapsed time 2.809 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.610926 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.37] INFO:root:Epoch[151] Elapsed time 2.731 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.365007 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.73it/s, avg_epoch_loss=6.58] INFO:root:Epoch[152] Elapsed time 2.802 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.583561 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.69] INFO:root:Epoch[153] Elapsed time 2.719 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.694041 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.48] INFO:root:Epoch[154] Elapsed time 2.713 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.480357 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.70it/s, avg_epoch_loss=6.61] INFO:root:Epoch[155] Elapsed time 2.803 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.608994 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.61] INFO:root:Epoch[156] Elapsed time 2.676 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.607389 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.53it/s, avg_epoch_loss=6.46] INFO:root:Epoch[157] Elapsed time 2.898 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.463171 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.54] INFO:root:Epoch[158] Elapsed time 2.700 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.539348 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.35] INFO:root:Epoch[159] Elapsed time 2.755 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.346418 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=6.64] INFO:root:Epoch[160] Elapsed time 2.741 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.644591 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.72it/s, avg_epoch_loss=6.59] INFO:root:Epoch[161] Elapsed time 2.802 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.590373 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.67] INFO:root:Epoch[162] Elapsed time 2.754 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.670768 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.54] INFO:root:Epoch[163] Elapsed time 2.748 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.537864 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.87it/s, avg_epoch_loss=6.51] INFO:root:Epoch[164] Elapsed time 2.791 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.508852 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.59] INFO:root:Epoch[165] Elapsed time 2.729 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.592354 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.31] INFO:root:Epoch[166] Elapsed time 2.681 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.312819 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.58] INFO:root:Epoch[167] Elapsed time 2.671 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.575191 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 30.96it/s, avg_epoch_loss=6.72] INFO:root:Epoch[168] Elapsed time 3.233 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.721356 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.27it/s, avg_epoch_loss=6.47] INFO:root:Epoch[169] Elapsed time 2.920 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.471419 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.56] INFO:root:Epoch[170] Elapsed time 2.755 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.563192 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.59] INFO:root:Epoch[171] Elapsed time 2.755 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.594681 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.43] INFO:root:Epoch[172] Elapsed time 2.719 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.425158 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.11it/s, avg_epoch_loss=6.6] INFO:root:Epoch[173] Elapsed time 2.626 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.599378 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.26] INFO:root:Epoch[174] Elapsed time 2.727 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.257806 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.67] INFO:root:Epoch[175] Elapsed time 2.702 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.674735 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.58] INFO:root:Epoch[176] Elapsed time 2.728 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.575979 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.62] INFO:root:Epoch[177] Elapsed time 2.699 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.620981 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.15it/s, avg_epoch_loss=6.5] INFO:root:Epoch[178] Elapsed time 2.848 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.501784 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.58] INFO:root:Epoch[179] Elapsed time 2.684 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.584889 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.54it/s, avg_epoch_loss=6.59] INFO:root:Epoch[180] Elapsed time 2.816 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.587701 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.35] INFO:root:Epoch[181] Elapsed time 2.682 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.351744 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.51] INFO:root:Epoch[182] Elapsed time 2.714 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.513023 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.69] INFO:root:Epoch[183] Elapsed time 2.729 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.687243 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.49] INFO:root:Epoch[184] Elapsed time 2.733 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.487408 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.58] INFO:root:Epoch[185] Elapsed time 2.749 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.579358 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.56] INFO:root:Epoch[186] Elapsed time 2.741 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.556724 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.41] INFO:root:Epoch[187] Elapsed time 2.734 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.414310 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.5] INFO:root:Epoch[188] Elapsed time 2.672 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.503860 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.18it/s, avg_epoch_loss=6.36] INFO:root:Epoch[189] Elapsed time 2.766 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.355091 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.59] INFO:root:Epoch[190] Elapsed time 2.695 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.594090 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.57] INFO:root:Epoch[191] Elapsed time 2.688 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.573867 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.68] INFO:root:Epoch[192] Elapsed time 2.694 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.681264 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.47] INFO:root:Epoch[193] Elapsed time 2.697 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.465306 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.47] INFO:root:Epoch[194] Elapsed time 2.706 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.467262 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.86it/s, avg_epoch_loss=6.63] INFO:root:Epoch[195] Elapsed time 2.792 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.634658 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.19] INFO:root:Epoch[196] Elapsed time 2.662 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.194421 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.59] INFO:root:Epoch[197] Elapsed time 2.668 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.590395 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.59] INFO:root:Epoch[198] Elapsed time 2.677 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.589201 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.5] INFO:root:Epoch[199] Elapsed time 2.658 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.504036 INFO:root:Loading parameters from best epoch (196) INFO:root:Final loss: 6.194421138763428 (occurred at epoch 196) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:33<00:00, 61.07it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.443332 0.111835 15.251905 0.103593 0.057619 seed epochs num_batches 0 48 200 100 Seed: 49
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=7.85] INFO:root:Epoch[0] Elapsed time 2.678 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.851343 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.92it/s, avg_epoch_loss=7.47] INFO:root:Epoch[1] Elapsed time 2.786 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.473756 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.98it/s, avg_epoch_loss=7.23] INFO:root:Epoch[2] Elapsed time 2.781 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.225400 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.25it/s, avg_epoch_loss=7.2] INFO:root:Epoch[3] Elapsed time 2.760 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.202946 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.97] INFO:root:Epoch[4] Elapsed time 2.710 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.968793 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.20it/s, avg_epoch_loss=7.26] INFO:root:Epoch[5] Elapsed time 2.764 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.262294 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=7.09] INFO:root:Epoch[6] Elapsed time 2.716 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.089954 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.84it/s, avg_epoch_loss=7] INFO:root:Epoch[7] Elapsed time 2.794 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.997379 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=7.09] INFO:root:Epoch[8] Elapsed time 2.693 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.094691 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.37it/s, avg_epoch_loss=6.74] INFO:root:Epoch[9] Elapsed time 2.753 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.738711 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.94] INFO:root:Epoch[10] Elapsed time 2.670 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.936287 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.83] INFO:root:Epoch[11] Elapsed time 2.690 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.826666 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.86] INFO:root:Epoch[12] Elapsed time 2.665 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.859162 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.97] INFO:root:Epoch[13] Elapsed time 2.742 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.973270 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.55it/s, avg_epoch_loss=6.83] INFO:root:Epoch[14] Elapsed time 2.818 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.828685 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.79] INFO:root:Epoch[15] Elapsed time 2.688 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.787905 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.26it/s, avg_epoch_loss=6.79] INFO:root:Epoch[16] Elapsed time 2.617 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.794231 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.67] INFO:root:Epoch[17] Elapsed time 2.731 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.671128 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.8] INFO:root:Epoch[18] Elapsed time 2.714 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.800934 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.71] INFO:root:Epoch[19] Elapsed time 2.684 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.711344 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.86] INFO:root:Epoch[20] Elapsed time 2.698 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.855659 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.76] INFO:root:Epoch[21] Elapsed time 2.683 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.763620 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:03<00:00, 29.24it/s, avg_epoch_loss=6.71] INFO:root:Epoch[22] Elapsed time 3.424 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.713683 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.8] INFO:root:Epoch[23] Elapsed time 2.668 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.795709 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.5] INFO:root:Epoch[24] Elapsed time 2.726 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.500420 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.74] INFO:root:Epoch[25] Elapsed time 2.664 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.735602 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.68] INFO:root:Epoch[26] Elapsed time 2.742 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.680221 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.98it/s, avg_epoch_loss=6.73] INFO:root:Epoch[27] Elapsed time 2.635 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.731856 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.79] INFO:root:Epoch[28] Elapsed time 2.690 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.792361 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.65] INFO:root:Epoch[29] Elapsed time 2.680 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.646868 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.10it/s, avg_epoch_loss=6.66] INFO:root:Epoch[30] Elapsed time 2.772 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.663019 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.04it/s, avg_epoch_loss=6.56] INFO:root:Epoch[31] Elapsed time 2.631 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.563139 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.57] INFO:root:Epoch[32] Elapsed time 2.701 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.571131 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.67] INFO:root:Epoch[33] Elapsed time 2.665 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.669264 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.64] INFO:root:Epoch[34] Elapsed time 2.674 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.638453 INFO:root:Loading parameters from best epoch (24) INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.77] INFO:root:Epoch[35] Elapsed time 2.673 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.766018 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.67] INFO:root:Epoch[36] Elapsed time 2.677 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.666769 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.6] INFO:root:Epoch[37] Elapsed time 2.699 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.595571 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.94it/s, avg_epoch_loss=6.72] INFO:root:Epoch[38] Elapsed time 2.638 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.720043 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.35] INFO:root:Epoch[39] Elapsed time 2.678 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.350952 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.7] INFO:root:Epoch[40] Elapsed time 2.705 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.702512 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.62] INFO:root:Epoch[41] Elapsed time 2.710 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.618990 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.59] INFO:root:Epoch[42] Elapsed time 2.674 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.592780 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.8] INFO:root:Epoch[43] Elapsed time 2.722 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.803815 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.68] INFO:root:Epoch[44] Elapsed time 2.682 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.677836 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.55] INFO:root:Epoch[45] Elapsed time 2.720 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.546728 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.84it/s, avg_epoch_loss=6.56] INFO:root:Epoch[46] Elapsed time 2.647 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.560495 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.48] INFO:root:Epoch[47] Elapsed time 2.735 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.484436 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.64] INFO:root:Epoch[48] Elapsed time 2.726 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.640572 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.62] INFO:root:Epoch[49] Elapsed time 2.678 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.619740 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.84] INFO:root:Epoch[50] Elapsed time 2.703 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.844076 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.53] INFO:root:Epoch[51] Elapsed time 2.691 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.525751 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.61] INFO:root:Epoch[52] Elapsed time 2.760 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.606919 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.71] INFO:root:Epoch[53] Elapsed time 2.668 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.712042 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.39] INFO:root:Epoch[54] Elapsed time 2.743 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.386039 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.69] INFO:root:Epoch[55] Elapsed time 2.725 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.692610 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.64] INFO:root:Epoch[56] Elapsed time 2.693 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.643684 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.61] INFO:root:Epoch[57] Elapsed time 2.664 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.610244 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.77] INFO:root:Epoch[58] Elapsed time 2.716 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.765222 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.63] INFO:root:Epoch[59] Elapsed time 2.690 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.633430 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[60] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.53] INFO:root:Epoch[60] Elapsed time 2.707 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.533976 INFO:root:Epoch[61] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 38.31it/s, avg_epoch_loss=6.58] INFO:root:Epoch[61] Elapsed time 2.613 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.575421 INFO:root:Epoch[62] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.51] INFO:root:Epoch[62] Elapsed time 2.729 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.513130 INFO:root:Epoch[63] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.68] INFO:root:Epoch[63] Elapsed time 2.674 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.682390 INFO:root:Epoch[64] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.62] INFO:root:Epoch[64] Elapsed time 2.745 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.619300 INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.26it/s, avg_epoch_loss=6.86] INFO:root:Epoch[65] Elapsed time 2.838 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.859745 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.40it/s, avg_epoch_loss=6.49] INFO:root:Epoch[66] Elapsed time 2.829 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.493846 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.11it/s, avg_epoch_loss=6.56] INFO:root:Epoch[67] Elapsed time 2.772 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.558873 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.67] INFO:root:Epoch[68] Elapsed time 2.707 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.672360 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.3] INFO:root:Epoch[69] Elapsed time 2.746 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.298844 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.71] INFO:root:Epoch[70] Elapsed time 2.739 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.710560 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.79it/s, avg_epoch_loss=6.69] INFO:root:Epoch[71] Elapsed time 2.798 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.694838 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.56] INFO:root:Epoch[72] Elapsed time 2.714 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.555306 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.72] INFO:root:Epoch[73] Elapsed time 2.663 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.715316 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.10it/s, avg_epoch_loss=6.63] INFO:root:Epoch[74] Elapsed time 2.852 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.633168 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 35.43it/s, avg_epoch_loss=6.51] INFO:root:Epoch[75] Elapsed time 2.826 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.514673 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 38.05it/s, avg_epoch_loss=6.55] INFO:root:Epoch[76] Elapsed time 2.632 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.549440 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.45] INFO:root:Epoch[77] Elapsed time 2.770 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.446311 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.59] INFO:root:Epoch[78] Elapsed time 2.697 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.592662 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.66] INFO:root:Epoch[79] Elapsed time 2.690 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.658158 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.88] INFO:root:Epoch[80] Elapsed time 2.671 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.882273 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.39] INFO:root:Epoch[81] Elapsed time 2.708 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.394887 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.59] INFO:root:Epoch[82] Elapsed time 2.676 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.589642 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=6.71] INFO:root:Epoch[83] Elapsed time 2.725 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.705255 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.22] INFO:root:Epoch[84] Elapsed time 2.712 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.222298 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 34.93it/s, avg_epoch_loss=6.69] INFO:root:Epoch[85] Elapsed time 2.865 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.692483 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.66] INFO:root:Epoch[86] Elapsed time 2.716 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.663563 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.57] INFO:root:Epoch[87] Elapsed time 2.738 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.568294 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:03<00:00, 30.66it/s, avg_epoch_loss=6.76] INFO:root:Epoch[88] Elapsed time 3.263 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.762030 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.03it/s, avg_epoch_loss=6.61] INFO:root:Epoch[89] Elapsed time 2.858 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.609054 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.78it/s, avg_epoch_loss=6.52] INFO:root:Epoch[90] Elapsed time 2.796 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.524327 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.52it/s, avg_epoch_loss=6.49] INFO:root:Epoch[91] Elapsed time 2.819 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.494368 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.44] INFO:root:Epoch[92] Elapsed time 2.732 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.444257 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.63] INFO:root:Epoch[93] Elapsed time 2.689 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.631191 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.95it/s, avg_epoch_loss=6.63] INFO:root:Epoch[94] Elapsed time 2.786 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.631943 INFO:root:Loading parameters from best epoch (84) INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.04it/s, avg_epoch_loss=6.89] INFO:root:Epoch[95] Elapsed time 2.776 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.888409 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.38] INFO:root:Epoch[96] Elapsed time 2.670 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.381413 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.62] INFO:root:Epoch[97] Elapsed time 2.736 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.618566 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.71] INFO:root:Epoch[98] Elapsed time 2.723 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.709893 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.25] INFO:root:Epoch[99] Elapsed time 2.665 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.248017 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.06it/s, avg_epoch_loss=6.65] INFO:root:Epoch[100] Elapsed time 2.777 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.647360 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.66] INFO:root:Epoch[101] Elapsed time 2.682 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.661021 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.25it/s, avg_epoch_loss=6.6] INFO:root:Epoch[102] Elapsed time 2.762 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.601955 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.75] INFO:root:Epoch[103] Elapsed time 2.737 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.749149 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.58it/s, avg_epoch_loss=6.57] INFO:root:Epoch[104] Elapsed time 2.813 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.569076 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.49] INFO:root:Epoch[105] Elapsed time 2.759 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.486262 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.52] INFO:root:Epoch[106] Elapsed time 2.674 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.518259 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.58it/s, avg_epoch_loss=6.44] INFO:root:Epoch[107] Elapsed time 2.737 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.439224 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.56] INFO:root:Epoch[108] Elapsed time 2.734 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.556395 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.59] INFO:root:Epoch[109] Elapsed time 2.719 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.590893 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.68it/s, avg_epoch_loss=6.75] INFO:root:Epoch[110] Elapsed time 2.805 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.746969 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.57] INFO:root:Epoch[111] Elapsed time 2.725 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.569028 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.34it/s, avg_epoch_loss=6.51] INFO:root:Epoch[112] Elapsed time 2.831 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.511608 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.67] INFO:root:Epoch[113] Elapsed time 2.674 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.666859 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.12it/s, avg_epoch_loss=6.29] INFO:root:Epoch[114] Elapsed time 2.850 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.292853 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.61] INFO:root:Epoch[115] Elapsed time 2.760 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.610787 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.59] INFO:root:Epoch[116] Elapsed time 2.746 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.586277 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.6] INFO:root:Epoch[117] Elapsed time 2.692 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.600182 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.71] INFO:root:Epoch[118] Elapsed time 2.765 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.707771 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.96it/s, avg_epoch_loss=6.6] INFO:root:Epoch[119] Elapsed time 2.784 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.598472 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.52] INFO:root:Epoch[120] Elapsed time 2.722 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.518790 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=6.46] INFO:root:Epoch[121] Elapsed time 2.741 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.460881 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.52] INFO:root:Epoch[122] Elapsed time 2.795 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.517664 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.62] INFO:root:Epoch[123] Elapsed time 2.710 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.616456 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.56] INFO:root:Epoch[124] Elapsed time 2.687 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.556491 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.67] INFO:root:Epoch[125] Elapsed time 2.701 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.671987 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.58] INFO:root:Epoch[126] Elapsed time 2.688 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.578598 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.54] INFO:root:Epoch[127] Elapsed time 2.727 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.537289 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.6] INFO:root:Epoch[128] Elapsed time 2.667 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.596537 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.28] INFO:root:Epoch[129] Elapsed time 2.753 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.275721 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.62] INFO:root:Epoch[130] Elapsed time 2.691 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.615336 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.59] INFO:root:Epoch[131] Elapsed time 2.730 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.592817 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.59] INFO:root:Epoch[132] Elapsed time 2.664 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.585581 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.63] INFO:root:Epoch[133] Elapsed time 2.713 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.625984 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=6.61] INFO:root:Epoch[134] Elapsed time 2.757 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.612827 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.54] INFO:root:Epoch[135] Elapsed time 2.699 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.539366 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.11it/s, avg_epoch_loss=6.45] INFO:root:Epoch[136] Elapsed time 2.628 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.446233 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.51] INFO:root:Epoch[137] Elapsed time 2.740 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.509783 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.64] INFO:root:Epoch[138] Elapsed time 2.710 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.635185 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.56] INFO:root:Epoch[139] Elapsed time 2.685 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.555744 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.67] INFO:root:Epoch[140] Elapsed time 2.725 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.674104 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.57] INFO:root:Epoch[141] Elapsed time 2.694 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.573042 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.51] INFO:root:Epoch[142] Elapsed time 2.770 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.514043 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.65] INFO:root:Epoch[143] Elapsed time 2.654 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.646424 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.19] INFO:root:Epoch[144] Elapsed time 2.713 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.193673 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.62] INFO:root:Epoch[145] Elapsed time 2.680 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.620489 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.57] INFO:root:Epoch[146] Elapsed time 2.678 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.569393 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.51] INFO:root:Epoch[147] Elapsed time 2.650 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.514230 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.69] INFO:root:Epoch[148] Elapsed time 2.678 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.687195 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.80it/s, avg_epoch_loss=6.62] INFO:root:Epoch[149] Elapsed time 2.648 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.621009 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.45] INFO:root:Epoch[150] Elapsed time 2.723 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.454142 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.99it/s, avg_epoch_loss=6.48] INFO:root:Epoch[151] Elapsed time 2.636 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.480496 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.44] INFO:root:Epoch[152] Elapsed time 2.723 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.435428 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.62it/s, avg_epoch_loss=6.59] INFO:root:Epoch[153] Elapsed time 2.892 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.590745 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 31.92it/s, avg_epoch_loss=6.53] INFO:root:Epoch[154] Elapsed time 3.135 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.531440 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.76] INFO:root:Epoch[155] Elapsed time 2.671 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.756035 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.44] INFO:root:Epoch[156] Elapsed time 2.661 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.440249 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.52] INFO:root:Epoch[157] Elapsed time 2.714 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.519944 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.97it/s, avg_epoch_loss=6.63] INFO:root:Epoch[158] Elapsed time 2.637 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.626539 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.23] INFO:root:Epoch[159] Elapsed time 2.682 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.228258 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.65] INFO:root:Epoch[160] Elapsed time 2.691 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.651603 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.56] INFO:root:Epoch[161] Elapsed time 2.667 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.559699 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.47] INFO:root:Epoch[162] Elapsed time 2.652 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.465835 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.66] INFO:root:Epoch[163] Elapsed time 2.734 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.661121 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.59] INFO:root:Epoch[164] Elapsed time 2.671 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.586477 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.46] INFO:root:Epoch[165] Elapsed time 2.710 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.464993 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.86it/s, avg_epoch_loss=6.37] INFO:root:Epoch[166] Elapsed time 2.645 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.373386 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.52] INFO:root:Epoch[167] Elapsed time 2.716 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.520417 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.64] INFO:root:Epoch[168] Elapsed time 2.672 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.643908 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.51] INFO:root:Epoch[169] Elapsed time 2.655 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.505971 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.62] INFO:root:Epoch[170] Elapsed time 2.674 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.618782 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.55] INFO:root:Epoch[171] Elapsed time 2.667 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.545287 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.48] INFO:root:Epoch[172] Elapsed time 2.719 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.480737 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.11it/s, avg_epoch_loss=6.57] INFO:root:Epoch[173] Elapsed time 2.626 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.571652 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.22] INFO:root:Epoch[174] Elapsed time 2.745 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.221544 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.65] INFO:root:Epoch[175] Elapsed time 2.650 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.650745 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.53] INFO:root:Epoch[176] Elapsed time 2.734 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.527280 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.58] INFO:root:Epoch[177] Elapsed time 2.654 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.582019 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.53] INFO:root:Epoch[178] Elapsed time 2.682 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.527114 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.5] INFO:root:Epoch[179] Elapsed time 2.667 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.502625 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.47] INFO:root:Epoch[180] Elapsed time 2.739 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.468454 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.39] INFO:root:Epoch[181] Elapsed time 2.679 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.393983 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.49] INFO:root:Epoch[182] Elapsed time 2.690 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.489346 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.67] INFO:root:Epoch[183] Elapsed time 2.682 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.670811 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.36] INFO:root:Epoch[184] Elapsed time 2.667 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.364223 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.59] INFO:root:Epoch[185] Elapsed time 2.678 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.588880 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.64] INFO:root:Epoch[186] Elapsed time 2.653 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.635382 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.46] INFO:root:Epoch[187] Elapsed time 2.712 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.455681 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.17it/s, avg_epoch_loss=6.58] INFO:root:Epoch[188] Elapsed time 2.623 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.578308 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.25] INFO:root:Epoch[189] Elapsed time 2.730 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.246740 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.6] INFO:root:Epoch[190] Elapsed time 2.698 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.597721 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.49] INFO:root:Epoch[191] Elapsed time 2.694 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.489635 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.07it/s, avg_epoch_loss=6.57] INFO:root:Epoch[192] Elapsed time 2.630 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.568870 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.62] INFO:root:Epoch[193] Elapsed time 2.712 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.615212 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.54] INFO:root:Epoch[194] Elapsed time 2.666 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.538141 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.51] INFO:root:Epoch[195] Elapsed time 2.701 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.511785 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.37] INFO:root:Epoch[196] Elapsed time 2.654 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.366241 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.47] INFO:root:Epoch[197] Elapsed time 2.720 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.471072 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.67] INFO:root:Epoch[198] Elapsed time 2.689 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.668544 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.41] INFO:root:Epoch[199] Elapsed time 2.652 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.407057 INFO:root:Loading parameters from best epoch (144) INFO:root:Final loss: 6.193672857284546 (occurred at epoch 144) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:35<00:00, 60.67it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed \ 0 1.22881 0.105201 13.063199 0.098058 0.057813 49 epochs num_batches 0 200 100 Seed: 50
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=8.01] INFO:root:Epoch[0] Elapsed time 2.704 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.010451 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=7.52] INFO:root:Epoch[1] Elapsed time 2.660 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.518534 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.56it/s, avg_epoch_loss=7.26] INFO:root:Epoch[2] Elapsed time 2.814 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.260536 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=7.19] INFO:root:Epoch[3] Elapsed time 2.663 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.193813 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=7.07] INFO:root:Epoch[4] Elapsed time 2.660 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.072745 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=7.17] INFO:root:Epoch[5] Elapsed time 2.702 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.172095 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=7.12] INFO:root:Epoch[6] Elapsed time 2.689 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.119714 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:03<00:00, 29.29it/s, avg_epoch_loss=7.01] INFO:root:Epoch[7] Elapsed time 3.417 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.006990 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=7.06] INFO:root:Epoch[8] Elapsed time 2.729 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.060410 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.76] INFO:root:Epoch[9] Elapsed time 2.689 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.761335 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.21it/s, avg_epoch_loss=6.89] INFO:root:Epoch[10] Elapsed time 2.763 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.894266 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.90it/s, avg_epoch_loss=6.87] INFO:root:Epoch[11] Elapsed time 2.787 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.867391 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.84] INFO:root:Epoch[12] Elapsed time 2.684 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.837720 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=7.07] INFO:root:Epoch[13] Elapsed time 2.711 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.066248 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.94] INFO:root:Epoch[14] Elapsed time 2.694 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.939214 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.79] INFO:root:Epoch[15] Elapsed time 2.746 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.794264 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.07it/s, avg_epoch_loss=6.79] INFO:root:Epoch[16] Elapsed time 2.629 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.788264 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=6.73] INFO:root:Epoch[17] Elapsed time 2.758 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.728692 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.77] INFO:root:Epoch[18] Elapsed time 2.686 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.765304 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.73] INFO:root:Epoch[19] Elapsed time 2.796 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.727429 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.10it/s, avg_epoch_loss=6.85] INFO:root:Epoch[20] Elapsed time 2.851 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.853912 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.74] INFO:root:Epoch[21] Elapsed time 2.739 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.736374 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.73] INFO:root:Epoch[22] Elapsed time 2.737 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.725270 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.82it/s, avg_epoch_loss=6.8] INFO:root:Epoch[23] Elapsed time 2.646 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.804990 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.48] INFO:root:Epoch[24] Elapsed time 2.677 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.477546 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.73] INFO:root:Epoch[25] Elapsed time 2.744 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.733673 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.23it/s, avg_epoch_loss=6.68] INFO:root:Epoch[26] Elapsed time 2.842 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.677370 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.82it/s, avg_epoch_loss=6.63] INFO:root:Epoch[27] Elapsed time 2.795 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.626358 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.81] INFO:root:Epoch[28] Elapsed time 2.722 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.808128 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.75] INFO:root:Epoch[29] Elapsed time 2.721 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.748253 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.28it/s, avg_epoch_loss=6.55] INFO:root:Epoch[30] Elapsed time 2.760 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.553924 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.64] INFO:root:Epoch[31] Elapsed time 2.640 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.636912 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.50it/s, avg_epoch_loss=6.54] INFO:root:Epoch[32] Elapsed time 2.820 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.540835 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.61] INFO:root:Epoch[33] Elapsed time 2.694 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.614842 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.77it/s, avg_epoch_loss=6.67] INFO:root:Epoch[34] Elapsed time 2.799 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.666787 INFO:root:Loading parameters from best epoch (24) INFO:root:Epoch[35] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.01it/s, avg_epoch_loss=6.9] INFO:root:Epoch[35] Elapsed time 2.858 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.896086 INFO:root:Epoch[36] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.46] INFO:root:Epoch[36] Elapsed time 2.674 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.464204 INFO:root:Epoch[37] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.51it/s, avg_epoch_loss=6.68] INFO:root:Epoch[37] Elapsed time 2.819 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.679375 INFO:root:Epoch[38] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.74] INFO:root:Epoch[38] Elapsed time 2.693 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.739416 INFO:root:Epoch[39] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.34] INFO:root:Epoch[39] Elapsed time 2.700 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.344342 INFO:root:Epoch[40] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.7] INFO:root:Epoch[40] Elapsed time 2.726 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.696625 INFO:root:Epoch[41] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.66] INFO:root:Epoch[41] Elapsed time 2.752 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.656000 INFO:root:Epoch[42] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.58] INFO:root:Epoch[42] Elapsed time 2.667 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.578102 INFO:root:Epoch[43] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.73] INFO:root:Epoch[43] Elapsed time 2.744 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.725951 INFO:root:Epoch[44] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.63] INFO:root:Epoch[44] Elapsed time 2.693 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.632303 INFO:root:Epoch[45] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.99it/s, avg_epoch_loss=6.56] INFO:root:Epoch[45] Elapsed time 2.781 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.556519 INFO:root:Epoch[46] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.63] INFO:root:Epoch[46] Elapsed time 2.684 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.631072 INFO:root:Epoch[47] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.76it/s, avg_epoch_loss=6.48] INFO:root:Epoch[47] Elapsed time 2.799 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.478513 INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 35.29it/s, avg_epoch_loss=6.6] INFO:root:Epoch[48] Elapsed time 2.837 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.599581 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.68] INFO:root:Epoch[49] Elapsed time 2.685 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.683291 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.55it/s, avg_epoch_loss=6.81] INFO:root:Epoch[50] Elapsed time 2.815 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.807954 INFO:root:Epoch[51] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.46] INFO:root:Epoch[51] Elapsed time 2.679 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.460844 INFO:root:Epoch[52] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.41it/s, avg_epoch_loss=6.59] INFO:root:Epoch[52] Elapsed time 2.828 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.587716 INFO:root:Epoch[53] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.69] INFO:root:Epoch[53] Elapsed time 2.730 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.694310 INFO:root:Epoch[54] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.90it/s, avg_epoch_loss=6.29] INFO:root:Epoch[54] Elapsed time 2.789 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.286213 INFO:root:Epoch[55] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.7] INFO:root:Epoch[55] Elapsed time 2.694 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.703444 INFO:root:Epoch[56] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.7] INFO:root:Epoch[56] Elapsed time 2.671 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.701875 INFO:root:Epoch[57] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.55] INFO:root:Epoch[57] Elapsed time 2.664 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.551357 INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.67] INFO:root:Epoch[58] Elapsed time 2.732 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.669425 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.6] INFO:root:Epoch[59] Elapsed time 2.679 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.596392 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.57it/s, avg_epoch_loss=6.56] INFO:root:Epoch[60] Elapsed time 2.814 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.556758 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 38.13it/s, avg_epoch_loss=6.51] INFO:root:Epoch[61] Elapsed time 2.624 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.514073 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 35.91it/s, avg_epoch_loss=6.44] INFO:root:Epoch[62] Elapsed time 2.788 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.443623 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.6] INFO:root:Epoch[63] Elapsed time 2.714 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.600625 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.62] INFO:root:Epoch[64] Elapsed time 2.688 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.624649 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.79] INFO:root:Epoch[65] Elapsed time 2.685 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.785659 INFO:root:Epoch[66] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.44] INFO:root:Epoch[66] Elapsed time 2.662 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.437822 INFO:root:Epoch[67] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.55] INFO:root:Epoch[67] Elapsed time 2.732 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.554467 INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.66] INFO:root:Epoch[68] Elapsed time 2.682 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.663557 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.26] INFO:root:Epoch[69] Elapsed time 2.674 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.255767 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.69] INFO:root:Epoch[70] Elapsed time 2.733 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.692920 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.67] INFO:root:Epoch[71] Elapsed time 2.757 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.666488 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 34.18it/s, avg_epoch_loss=6.59] INFO:root:Epoch[72] Elapsed time 2.928 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.593410 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:03<00:00, 31.99it/s, avg_epoch_loss=6.67] INFO:root:Epoch[73] Elapsed time 3.129 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.667236 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.62] INFO:root:Epoch[74] Elapsed time 2.770 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.619582 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.49] INFO:root:Epoch[75] Elapsed time 2.737 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.489176 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.47] INFO:root:Epoch[76] Elapsed time 2.676 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.471853 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 34.81it/s, avg_epoch_loss=6.53] INFO:root:Epoch[77] Elapsed time 2.877 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.532317 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.66] INFO:root:Epoch[78] Elapsed time 2.698 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.659284 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.56] INFO:root:Epoch[79] Elapsed time 2.705 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.558500 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[80] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.64] INFO:root:Epoch[80] Elapsed time 2.709 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.641800 INFO:root:Epoch[81] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.57] INFO:root:Epoch[81] Elapsed time 2.711 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.566195 INFO:root:Epoch[82] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.04it/s, avg_epoch_loss=6.55] INFO:root:Epoch[82] Elapsed time 2.858 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.553417 INFO:root:Epoch[83] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.68] INFO:root:Epoch[83] Elapsed time 2.667 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.680430 INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.31] INFO:root:Epoch[84] Elapsed time 2.745 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.314673 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.69] INFO:root:Epoch[85] Elapsed time 2.750 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.690633 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.65] INFO:root:Epoch[86] Elapsed time 2.722 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.648439 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.58] INFO:root:Epoch[87] Elapsed time 2.735 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.580537 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 35.03it/s, avg_epoch_loss=6.7] INFO:root:Epoch[88] Elapsed time 2.856 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.701877 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.59] INFO:root:Epoch[89] Elapsed time 2.713 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.588009 INFO:root:Loading parameters from best epoch (69) INFO:root:Epoch[90] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.48] INFO:root:Epoch[90] Elapsed time 2.734 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.483397 INFO:root:Epoch[91] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.53] INFO:root:Epoch[91] Elapsed time 2.739 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.531873 INFO:root:Epoch[92] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.04it/s, avg_epoch_loss=6.52] INFO:root:Epoch[92] Elapsed time 2.856 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.515447 INFO:root:Epoch[93] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.67] INFO:root:Epoch[93] Elapsed time 2.701 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.665032 INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.62] INFO:root:Epoch[94] Elapsed time 2.776 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.623056 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.73] INFO:root:Epoch[95] Elapsed time 2.724 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.731300 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.46] INFO:root:Epoch[96] Elapsed time 2.737 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.460481 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.94it/s, avg_epoch_loss=6.58] INFO:root:Epoch[97] Elapsed time 2.863 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.582983 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.64] INFO:root:Epoch[98] Elapsed time 2.679 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.635925 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.25] INFO:root:Epoch[99] Elapsed time 2.728 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.252218 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.67] INFO:root:Epoch[100] Elapsed time 2.676 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.668749 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.49it/s, avg_epoch_loss=6.64] INFO:root:Epoch[101] Elapsed time 2.743 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.635467 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.54] INFO:root:Epoch[102] Elapsed time 2.700 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.544422 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.71] INFO:root:Epoch[103] Elapsed time 2.703 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.714996 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.63] INFO:root:Epoch[104] Elapsed time 2.676 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.630659 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.20it/s, avg_epoch_loss=6.45] INFO:root:Epoch[105] Elapsed time 2.765 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.451866 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.17it/s, avg_epoch_loss=6.5] INFO:root:Epoch[106] Elapsed time 2.623 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.502693 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.89it/s, avg_epoch_loss=6.46] INFO:root:Epoch[107] Elapsed time 2.870 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.463735 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.62] INFO:root:Epoch[108] Elapsed time 2.722 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.623875 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.62] INFO:root:Epoch[109] Elapsed time 2.688 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.616902 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.8] INFO:root:Epoch[110] Elapsed time 2.719 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.798529 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.34] INFO:root:Epoch[111] Elapsed time 2.665 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.339947 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.54] INFO:root:Epoch[112] Elapsed time 2.718 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.539809 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.67] INFO:root:Epoch[113] Elapsed time 2.734 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.669873 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.23] INFO:root:Epoch[114] Elapsed time 2.681 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.225358 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.69] INFO:root:Epoch[115] Elapsed time 2.713 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.688467 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.68] INFO:root:Epoch[116] Elapsed time 2.720 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.683923 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.51] INFO:root:Epoch[117] Elapsed time 2.676 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.514373 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.65] INFO:root:Epoch[118] Elapsed time 2.724 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.647137 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.63] INFO:root:Epoch[119] Elapsed time 2.698 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.629911 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.47] INFO:root:Epoch[120] Elapsed time 2.734 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.468339 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.97it/s, avg_epoch_loss=6.48] INFO:root:Epoch[121] Elapsed time 2.638 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.481482 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.44] INFO:root:Epoch[122] Elapsed time 2.764 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.436405 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.61] INFO:root:Epoch[123] Elapsed time 2.704 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.605261 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.6] INFO:root:Epoch[124] Elapsed time 2.739 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.596928 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.72] INFO:root:Epoch[125] Elapsed time 2.731 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.722551 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.47] INFO:root:Epoch[126] Elapsed time 2.706 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.472785 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.51] INFO:root:Epoch[127] Elapsed time 2.731 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.509931 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.59] INFO:root:Epoch[128] Elapsed time 2.679 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.592823 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.24it/s, avg_epoch_loss=6.23] INFO:root:Epoch[129] Elapsed time 2.762 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.228165 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.63] INFO:root:Epoch[130] Elapsed time 2.694 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.628770 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.65] INFO:root:Epoch[131] Elapsed time 2.680 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.648595 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.55] INFO:root:Epoch[132] Elapsed time 2.658 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.549333 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.61it/s, avg_epoch_loss=6.59] INFO:root:Epoch[133] Elapsed time 2.811 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.594955 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.58] INFO:root:Epoch[134] Elapsed time 2.732 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.576933 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.42] INFO:root:Epoch[135] Elapsed time 2.739 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.417490 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.52] INFO:root:Epoch[136] Elapsed time 2.714 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.518018 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.62it/s, avg_epoch_loss=6.39] INFO:root:Epoch[137] Elapsed time 2.811 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.391319 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 30.11it/s, avg_epoch_loss=6.59] INFO:root:Epoch[138] Elapsed time 3.324 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.593271 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.62] INFO:root:Epoch[139] Elapsed time 2.745 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.619615 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.78] INFO:root:Epoch[140] Elapsed time 2.723 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.782161 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.34] INFO:root:Epoch[141] Elapsed time 2.725 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.335973 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.53] INFO:root:Epoch[142] Elapsed time 2.737 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.534683 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.64] INFO:root:Epoch[143] Elapsed time 2.660 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.638121 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.18] INFO:root:Epoch[144] Elapsed time 2.671 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.180944 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.68] INFO:root:Epoch[145] Elapsed time 2.696 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.682934 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.61] INFO:root:Epoch[146] Elapsed time 2.692 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.609053 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=6.55] INFO:root:Epoch[147] Elapsed time 2.638 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.548692 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.6] INFO:root:Epoch[148] Elapsed time 2.698 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.595615 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.57] INFO:root:Epoch[149] Elapsed time 2.663 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.567802 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.42] INFO:root:Epoch[150] Elapsed time 2.720 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.424067 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.16it/s, avg_epoch_loss=6.52] INFO:root:Epoch[151] Elapsed time 2.624 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.519992 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.42] INFO:root:Epoch[152] Elapsed time 2.725 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.415852 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.54] INFO:root:Epoch[153] Elapsed time 2.713 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.544565 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.58] INFO:root:Epoch[154] Elapsed time 2.685 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.580769 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.81] INFO:root:Epoch[155] Elapsed time 2.696 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.812764 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.3] INFO:root:Epoch[156] Elapsed time 2.688 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.300693 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.49] INFO:root:Epoch[157] Elapsed time 2.704 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.486114 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.63] INFO:root:Epoch[158] Elapsed time 2.676 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.633635 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.19] INFO:root:Epoch[159] Elapsed time 2.673 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.191764 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.64] INFO:root:Epoch[160] Elapsed time 2.706 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.644140 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.63] INFO:root:Epoch[161] Elapsed time 2.686 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.630373 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.53] INFO:root:Epoch[162] Elapsed time 2.656 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.527202 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.57] INFO:root:Epoch[163] Elapsed time 2.718 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.568481 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.57] INFO:root:Epoch[164] Elapsed time 2.670 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.567976 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.46] INFO:root:Epoch[165] Elapsed time 2.732 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.461278 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.33it/s, avg_epoch_loss=6.54] INFO:root:Epoch[166] Elapsed time 2.612 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.538865 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.35] INFO:root:Epoch[167] Elapsed time 2.724 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.353895 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.63] INFO:root:Epoch[168] Elapsed time 2.729 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.632680 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.58] INFO:root:Epoch[169] Elapsed time 2.692 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.578432 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.63] INFO:root:Epoch[170] Elapsed time 2.662 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.630229 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.53] INFO:root:Epoch[171] Elapsed time 2.675 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.526120 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.48] INFO:root:Epoch[172] Elapsed time 2.689 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.477948 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.51] INFO:root:Epoch[173] Elapsed time 2.676 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.509495 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.99it/s, avg_epoch_loss=6.34] INFO:root:Epoch[174] Elapsed time 2.636 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.342301 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.49] INFO:root:Epoch[175] Elapsed time 2.692 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.492701 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.68] INFO:root:Epoch[176] Elapsed time 2.687 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.681591 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.00it/s, avg_epoch_loss=6.41] INFO:root:Epoch[177] Elapsed time 2.635 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.412562 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.56] INFO:root:Epoch[178] Elapsed time 2.697 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.560185 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.57] INFO:root:Epoch[179] Elapsed time 2.679 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.566952 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.39] INFO:root:Epoch[180] Elapsed time 2.702 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.385333 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.96it/s, avg_epoch_loss=6.53] INFO:root:Epoch[181] Elapsed time 2.637 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.527227 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.27] INFO:root:Epoch[182] Elapsed time 2.753 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.268374 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.61] INFO:root:Epoch[183] Elapsed time 2.676 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.612864 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.56] INFO:root:Epoch[184] Elapsed time 2.676 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.561487 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.58] INFO:root:Epoch[185] Elapsed time 2.695 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.580416 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.49] INFO:root:Epoch[186] Elapsed time 2.680 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.490043 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.44] INFO:root:Epoch[187] Elapsed time 2.677 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.435870 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.59] INFO:root:Epoch[188] Elapsed time 2.693 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.585716 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.28] INFO:root:Epoch[189] Elapsed time 2.653 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.284507 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.54] INFO:root:Epoch[190] Elapsed time 2.698 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.537512 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.66] INFO:root:Epoch[191] Elapsed time 2.696 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.662701 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.41] INFO:root:Epoch[192] Elapsed time 2.666 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.414279 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.48] INFO:root:Epoch[193] Elapsed time 2.697 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.477175 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.56] INFO:root:Epoch[194] Elapsed time 2.691 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.561016 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=6.41] INFO:root:Epoch[195] Elapsed time 2.741 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.408991 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.08it/s, avg_epoch_loss=6.5] INFO:root:Epoch[196] Elapsed time 2.628 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.495637 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.27] INFO:root:Epoch[197] Elapsed time 2.713 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.269086 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.61] INFO:root:Epoch[198] Elapsed time 2.652 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.610583 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.49] INFO:root:Epoch[199] Elapsed time 2.677 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.493819 INFO:root:Loading parameters from best epoch (144) INFO:root:Final loss: 6.180943737030029 (occurred at epoch 144) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:36<00:00, 60.51it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.256565 0.106413 13.263803 0.099732 0.056965 seed epochs num_batches 0 50 200 100 Seed: 51
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=8.1] INFO:root:Epoch[0] Elapsed time 2.683 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.095867 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.46it/s, avg_epoch_loss=7.51] INFO:root:Epoch[1] Elapsed time 2.822 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.505631 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.84it/s, avg_epoch_loss=7.21] INFO:root:Epoch[2] Elapsed time 2.792 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.207628 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=7.27] INFO:root:Epoch[3] Elapsed time 2.737 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.265840 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.79it/s, avg_epoch_loss=7.14] INFO:root:Epoch[4] Elapsed time 2.796 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.144146 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=7.33] INFO:root:Epoch[5] Elapsed time 2.701 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.326746 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=7.08] INFO:root:Epoch[6] Elapsed time 2.687 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.084579 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.57it/s, avg_epoch_loss=7.06] INFO:root:Epoch[7] Elapsed time 2.813 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.059505 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=7.16] INFO:root:Epoch[8] Elapsed time 2.681 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.158612 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.75] INFO:root:Epoch[9] Elapsed time 2.698 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.750974 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.97] INFO:root:Epoch[10] Elapsed time 2.739 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.974407 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.37it/s, avg_epoch_loss=6.97] INFO:root:Epoch[11] Elapsed time 2.753 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.971747 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.92] INFO:root:Epoch[12] Elapsed time 2.693 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.920336 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=7.01] INFO:root:Epoch[13] Elapsed time 2.732 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.011043 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=6.94] INFO:root:Epoch[14] Elapsed time 2.758 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.935382 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.88it/s, avg_epoch_loss=6.81] INFO:root:Epoch[15] Elapsed time 2.792 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.808003 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.91] INFO:root:Epoch[16] Elapsed time 2.640 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.911756 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.75] INFO:root:Epoch[17] Elapsed time 2.774 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.745403 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.82] INFO:root:Epoch[18] Elapsed time 2.684 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.815964 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.79] INFO:root:Epoch[19] Elapsed time 2.701 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.789640 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.91] INFO:root:Epoch[20] Elapsed time 2.738 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.913221 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.82] INFO:root:Epoch[21] Elapsed time 2.687 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.823885 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.71] INFO:root:Epoch[22] Elapsed time 2.705 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.711271 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.80it/s, avg_epoch_loss=6.82] INFO:root:Epoch[23] Elapsed time 2.795 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.824348 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.26it/s, avg_epoch_loss=6.56] INFO:root:Epoch[24] Elapsed time 2.839 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.559524 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.72] INFO:root:Epoch[25] Elapsed time 2.759 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.718423 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.74] INFO:root:Epoch[26] Elapsed time 2.711 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.736918 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.83] INFO:root:Epoch[27] Elapsed time 2.669 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.825921 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.87] INFO:root:Epoch[28] Elapsed time 2.738 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.874498 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.7] INFO:root:Epoch[29] Elapsed time 2.716 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.700222 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.77] INFO:root:Epoch[30] Elapsed time 2.705 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.765361 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 38.28it/s, avg_epoch_loss=6.74] INFO:root:Epoch[31] Elapsed time 2.614 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.735108 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.16it/s, avg_epoch_loss=6.55] INFO:root:Epoch[32] Elapsed time 2.769 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.548145 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.69] INFO:root:Epoch[33] Elapsed time 2.698 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.688582 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.18it/s, avg_epoch_loss=6.75] INFO:root:Epoch[34] Elapsed time 2.847 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.751544 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.85] INFO:root:Epoch[35] Elapsed time 2.716 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.854037 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.51] INFO:root:Epoch[36] Elapsed time 2.697 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.505569 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.65] INFO:root:Epoch[37] Elapsed time 2.726 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.645284 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.76] INFO:root:Epoch[38] Elapsed time 2.668 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.757057 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.86it/s, avg_epoch_loss=6.33] INFO:root:Epoch[39] Elapsed time 2.792 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.331447 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.30it/s, avg_epoch_loss=6.62] INFO:root:Epoch[40] Elapsed time 2.835 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.619723 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.05it/s, avg_epoch_loss=6.71] INFO:root:Epoch[41] Elapsed time 2.777 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.705972 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.57] INFO:root:Epoch[42] Elapsed time 2.687 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.570503 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.72] INFO:root:Epoch[43] Elapsed time 2.746 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.717591 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.64] INFO:root:Epoch[44] Elapsed time 2.738 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.643835 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.32it/s, avg_epoch_loss=6.53] INFO:root:Epoch[45] Elapsed time 2.833 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.529577 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.93it/s, avg_epoch_loss=6.6] INFO:root:Epoch[46] Elapsed time 2.639 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.600608 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.38it/s, avg_epoch_loss=6.53] INFO:root:Epoch[47] Elapsed time 2.830 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.528621 INFO:root:Epoch[48] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.58] INFO:root:Epoch[48] Elapsed time 2.729 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.576395 INFO:root:Epoch[49] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.6] INFO:root:Epoch[49] Elapsed time 2.701 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.599603 INFO:root:Loading parameters from best epoch (39) INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=6.79] INFO:root:Epoch[50] Elapsed time 2.724 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.788124 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.48] INFO:root:Epoch[51] Elapsed time 2.722 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.478861 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.6] INFO:root:Epoch[52] Elapsed time 2.726 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.603878 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.67] INFO:root:Epoch[53] Elapsed time 2.724 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.665882 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.26] INFO:root:Epoch[54] Elapsed time 2.696 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.262374 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.66] INFO:root:Epoch[55] Elapsed time 2.696 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.656000 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.24it/s, avg_epoch_loss=6.63] INFO:root:Epoch[56] Elapsed time 2.762 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.627939 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:03<00:00, 31.38it/s, avg_epoch_loss=6.59] INFO:root:Epoch[57] Elapsed time 3.189 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.589412 INFO:root:Epoch[58] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.69] INFO:root:Epoch[58] Elapsed time 2.710 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.690714 INFO:root:Epoch[59] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.63] INFO:root:Epoch[59] Elapsed time 2.721 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.630897 INFO:root:Epoch[60] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.47] INFO:root:Epoch[60] Elapsed time 2.724 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.469978 INFO:root:Epoch[61] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 38.01it/s, avg_epoch_loss=6.48] INFO:root:Epoch[61] Elapsed time 2.634 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.475580 INFO:root:Epoch[62] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.45] INFO:root:Epoch[62] Elapsed time 2.714 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.450051 INFO:root:Epoch[63] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.6] INFO:root:Epoch[63] Elapsed time 2.708 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.595793 INFO:root:Epoch[64] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.52] INFO:root:Epoch[64] Elapsed time 2.681 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.515377 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.66] INFO:root:Epoch[65] Elapsed time 2.715 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.662854 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.65] INFO:root:Epoch[66] Elapsed time 2.654 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.650758 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.48] INFO:root:Epoch[67] Elapsed time 2.732 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.477710 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.84it/s, avg_epoch_loss=6.67] INFO:root:Epoch[68] Elapsed time 2.646 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.669175 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.28] INFO:root:Epoch[69] Elapsed time 2.730 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.280352 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.67] INFO:root:Epoch[70] Elapsed time 2.688 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.672859 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.57] INFO:root:Epoch[71] Elapsed time 2.693 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.566324 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.59] INFO:root:Epoch[72] Elapsed time 2.678 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.589851 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.54] INFO:root:Epoch[73] Elapsed time 2.707 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.541251 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.57] INFO:root:Epoch[74] Elapsed time 2.717 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.571970 INFO:root:Loading parameters from best epoch (54) INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.54] INFO:root:Epoch[75] Elapsed time 2.708 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.541857 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 38.06it/s, avg_epoch_loss=6.46] INFO:root:Epoch[76] Elapsed time 2.630 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.455298 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.49] INFO:root:Epoch[77] Elapsed time 2.712 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.488747 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.66] INFO:root:Epoch[78] Elapsed time 2.688 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.656641 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.52] INFO:root:Epoch[79] Elapsed time 2.684 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.521190 INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.64] INFO:root:Epoch[80] Elapsed time 2.682 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.635313 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.55] INFO:root:Epoch[81] Elapsed time 2.672 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.546838 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.47] INFO:root:Epoch[82] Elapsed time 2.724 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.473641 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.73it/s, avg_epoch_loss=6.64] INFO:root:Epoch[83] Elapsed time 2.654 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.637233 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.25] INFO:root:Epoch[84] Elapsed time 2.711 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.246997 INFO:root:Epoch[85] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.67] INFO:root:Epoch[85] Elapsed time 2.712 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.669988 INFO:root:Epoch[86] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.54] INFO:root:Epoch[86] Elapsed time 2.728 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.539254 INFO:root:Epoch[87] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.59] INFO:root:Epoch[87] Elapsed time 2.727 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.593476 INFO:root:Epoch[88] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=6.66] INFO:root:Epoch[88] Elapsed time 2.759 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.660400 INFO:root:Epoch[89] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.56] INFO:root:Epoch[89] Elapsed time 2.709 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.561377 INFO:root:Epoch[90] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.5] INFO:root:Epoch[90] Elapsed time 2.743 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.497707 INFO:root:Epoch[91] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.46] INFO:root:Epoch[91] Elapsed time 2.690 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.464132 INFO:root:Epoch[92] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.51] INFO:root:Epoch[92] Elapsed time 2.729 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.510808 INFO:root:Epoch[93] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.62] INFO:root:Epoch[93] Elapsed time 2.734 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.621209 INFO:root:Epoch[94] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.44] INFO:root:Epoch[94] Elapsed time 2.707 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.439826 INFO:root:Loading parameters from best epoch (84) INFO:root:Epoch[95] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.57] INFO:root:Epoch[95] Elapsed time 2.703 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.572427 INFO:root:Epoch[96] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.61] INFO:root:Epoch[96] Elapsed time 2.706 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.609424 INFO:root:Epoch[97] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.46] INFO:root:Epoch[97] Elapsed time 2.746 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.459457 INFO:root:Epoch[98] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.57] INFO:root:Epoch[98] Elapsed time 2.665 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.567510 INFO:root:Epoch[99] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.24] INFO:root:Epoch[99] Elapsed time 2.731 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.239610 INFO:root:Epoch[100] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.69] INFO:root:Epoch[100] Elapsed time 2.671 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.689570 INFO:root:Epoch[101] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.54] INFO:root:Epoch[101] Elapsed time 2.712 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.539075 INFO:root:Epoch[102] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.64] INFO:root:Epoch[102] Elapsed time 2.686 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.641965 INFO:root:Epoch[103] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.57] INFO:root:Epoch[103] Elapsed time 2.693 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.568834 INFO:root:Epoch[104] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.54] INFO:root:Epoch[104] Elapsed time 2.677 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.543137 INFO:root:Epoch[105] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.6] INFO:root:Epoch[105] Elapsed time 2.702 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.595643 INFO:root:Epoch[106] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.39] INFO:root:Epoch[106] Elapsed time 2.662 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.394450 INFO:root:Epoch[107] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.52] INFO:root:Epoch[107] Elapsed time 2.708 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.516057 INFO:root:Epoch[108] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.66] INFO:root:Epoch[108] Elapsed time 2.654 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.657282 INFO:root:Epoch[109] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 37.84it/s, avg_epoch_loss=6.45] INFO:root:Epoch[109] Elapsed time 2.646 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.446746 INFO:root:Loading parameters from best epoch (99) INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.63] INFO:root:Epoch[110] Elapsed time 2.709 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.630188 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.65] INFO:root:Epoch[111] Elapsed time 2.668 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.652370 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.44] INFO:root:Epoch[112] Elapsed time 2.724 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.436542 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.61] INFO:root:Epoch[113] Elapsed time 2.660 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.612249 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.21] INFO:root:Epoch[114] Elapsed time 2.706 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.206857 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.65] INFO:root:Epoch[115] Elapsed time 2.689 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.649751 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.51] INFO:root:Epoch[116] Elapsed time 2.709 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.508728 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.57] INFO:root:Epoch[117] Elapsed time 2.663 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.574816 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.6] INFO:root:Epoch[118] Elapsed time 2.719 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.603148 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.55] INFO:root:Epoch[119] Elapsed time 2.710 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.546663 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.53] INFO:root:Epoch[120] Elapsed time 2.759 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.526544 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.4] INFO:root:Epoch[121] Elapsed time 2.678 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.404468 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.47] INFO:root:Epoch[122] Elapsed time 2.729 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.470987 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 29.73it/s, avg_epoch_loss=6.62] INFO:root:Epoch[123] Elapsed time 3.366 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.621919 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.49] INFO:root:Epoch[124] Elapsed time 2.705 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.491881 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.67] INFO:root:Epoch[125] Elapsed time 2.700 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.667858 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.53] INFO:root:Epoch[126] Elapsed time 2.699 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.526099 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.12it/s, avg_epoch_loss=6.47] INFO:root:Epoch[127] Elapsed time 2.772 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.474585 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.57] INFO:root:Epoch[128] Elapsed time 2.663 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.567776 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.22] INFO:root:Epoch[129] Elapsed time 2.722 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.218355 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.6] INFO:root:Epoch[130] Elapsed time 2.688 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.596065 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.51] INFO:root:Epoch[131] Elapsed time 2.718 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.514217 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.57] INFO:root:Epoch[132] Elapsed time 2.665 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.570707 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.62] INFO:root:Epoch[133] Elapsed time 2.718 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.620477 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.58] INFO:root:Epoch[134] Elapsed time 2.707 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.582859 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.46] INFO:root:Epoch[135] Elapsed time 2.729 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.455805 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.01it/s, avg_epoch_loss=6.46] INFO:root:Epoch[136] Elapsed time 2.633 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.455384 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.24it/s, avg_epoch_loss=6.43] INFO:root:Epoch[137] Elapsed time 2.762 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.430114 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.58] INFO:root:Epoch[138] Elapsed time 2.709 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.579283 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.49] INFO:root:Epoch[139] Elapsed time 2.694 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.488234 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.63] INFO:root:Epoch[140] Elapsed time 2.699 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.634054 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.49] INFO:root:Epoch[141] Elapsed time 2.711 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.490345 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.32it/s, avg_epoch_loss=6.49] INFO:root:Epoch[142] Elapsed time 2.756 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.487878 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.59] INFO:root:Epoch[143] Elapsed time 2.676 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.586545 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.22] INFO:root:Epoch[144] Elapsed time 2.723 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.215891 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.55] INFO:root:Epoch[145] Elapsed time 2.688 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.547817 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.55] INFO:root:Epoch[146] Elapsed time 2.726 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.545258 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.47] INFO:root:Epoch[147] Elapsed time 2.664 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.465299 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.65] INFO:root:Epoch[148] Elapsed time 2.736 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.653093 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.59] INFO:root:Epoch[149] Elapsed time 2.694 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.589504 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.45] INFO:root:Epoch[150] Elapsed time 2.732 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.449838 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.31it/s, avg_epoch_loss=6.44] INFO:root:Epoch[151] Elapsed time 2.613 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.443286 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.33] INFO:root:Epoch[152] Elapsed time 2.745 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.333358 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.55] INFO:root:Epoch[153] Elapsed time 2.715 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.545714 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.47] INFO:root:Epoch[154] Elapsed time 2.697 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.473532 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.65] INFO:root:Epoch[155] Elapsed time 2.737 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.650184 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.44] INFO:root:Epoch[156] Elapsed time 2.685 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.440338 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.28it/s, avg_epoch_loss=6.45] INFO:root:Epoch[157] Elapsed time 2.837 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.446573 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.6] INFO:root:Epoch[158] Elapsed time 2.673 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.599630 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.2] INFO:root:Epoch[159] Elapsed time 2.747 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.203639 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.57] INFO:root:Epoch[160] Elapsed time 2.703 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.574931 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.52] INFO:root:Epoch[161] Elapsed time 2.726 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.518897 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.53] INFO:root:Epoch[162] Elapsed time 2.656 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.528823 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.66] INFO:root:Epoch[163] Elapsed time 2.686 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.657519 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.57] INFO:root:Epoch[164] Elapsed time 2.683 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.569538 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.47] INFO:root:Epoch[165] Elapsed time 2.720 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.468281 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.13it/s, avg_epoch_loss=6.38] INFO:root:Epoch[166] Elapsed time 2.624 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.377841 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.42] INFO:root:Epoch[167] Elapsed time 2.723 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.424992 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.6] INFO:root:Epoch[168] Elapsed time 2.691 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.598766 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.43] INFO:root:Epoch[169] Elapsed time 2.664 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.431465 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.57] INFO:root:Epoch[170] Elapsed time 2.705 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.573853 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.51] INFO:root:Epoch[171] Elapsed time 2.658 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.508636 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.70it/s, avg_epoch_loss=6.43] INFO:root:Epoch[172] Elapsed time 2.804 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.433009 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.56] INFO:root:Epoch[173] Elapsed time 2.649 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.556211 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.10it/s, avg_epoch_loss=6.19] INFO:root:Epoch[174] Elapsed time 2.773 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.192287 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.57] INFO:root:Epoch[175] Elapsed time 2.687 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.566235 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.95it/s, avg_epoch_loss=6.5] INFO:root:Epoch[176] Elapsed time 2.865 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.500951 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.5] INFO:root:Epoch[177] Elapsed time 2.673 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.502164 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.61] INFO:root:Epoch[178] Elapsed time 2.719 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.613673 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.59] INFO:root:Epoch[179] Elapsed time 2.735 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.589429 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.82it/s, avg_epoch_loss=6.41] INFO:root:Epoch[180] Elapsed time 2.793 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.411438 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.43] INFO:root:Epoch[181] Elapsed time 2.688 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.427548 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.23it/s, avg_epoch_loss=6.36] INFO:root:Epoch[182] Elapsed time 2.923 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.355849 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.53] INFO:root:Epoch[183] Elapsed time 2.705 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.529031 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.5] INFO:root:Epoch[184] Elapsed time 2.691 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.499922 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.59] INFO:root:Epoch[185] Elapsed time 2.735 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.588553 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.38] INFO:root:Epoch[186] Elapsed time 2.751 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.381125 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.98it/s, avg_epoch_loss=6.48] INFO:root:Epoch[187] Elapsed time 2.784 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.479212 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.61] INFO:root:Epoch[188] Elapsed time 2.682 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.611159 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:03<00:00, 29.49it/s, avg_epoch_loss=6.14] INFO:root:Epoch[189] Elapsed time 3.393 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.140786 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.6] INFO:root:Epoch[190] Elapsed time 2.695 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.598688 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.53] INFO:root:Epoch[191] Elapsed time 2.674 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.532034 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.46] INFO:root:Epoch[192] Elapsed time 2.663 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.457813 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.62] INFO:root:Epoch[193] Elapsed time 2.775 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.618473 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.68it/s, avg_epoch_loss=6.57] INFO:root:Epoch[194] Elapsed time 2.804 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.573531 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.67it/s, avg_epoch_loss=6.37] INFO:root:Epoch[195] Elapsed time 2.806 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.367668 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.92it/s, avg_epoch_loss=6.45] INFO:root:Epoch[196] Elapsed time 2.640 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.454278 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.39it/s, avg_epoch_loss=6.34] INFO:root:Epoch[197] Elapsed time 2.829 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.340820 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.52] INFO:root:Epoch[198] Elapsed time 2.664 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.521294 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.45] INFO:root:Epoch[199] Elapsed time 2.694 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.451888 INFO:root:Loading parameters from best epoch (189) INFO:root:Final loss: 6.140786304473877 (occurred at epoch 189) INFO:root:End model training Running evaluation: 100%|██████████| 24000/24000 [06:35<00:00, 60.66it/s]
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 1.222891 0.104421 12.547621 0.097373 0.055406 seed epochs num_batches 0 51 200 100
Out[13]:
| MASE | sMAPE | MSIS | wQuantileLoss[0.5] | wQuantileLoss[0.9] | seed | epochs | num_batches | |
|---|---|---|---|---|---|---|---|---|
| 0 | 1.261322 | 0.105753 | 13.233006 | 0.098481 | 0.056909 | 42 | 200 | 100 |
| 0 | 1.238300 | 0.105517 | 13.093218 | 0.098675 | 0.056466 | 43 | 200 | 100 |
| 0 | 1.212216 | 0.104063 | 12.384687 | 0.096545 | 0.056313 | 44 | 200 | 100 |
| 0 | 1.234200 | 0.105442 | 12.786743 | 0.098464 | 0.056669 | 45 | 200 | 100 |
| 0 | 1.251808 | 0.105656 | 13.383976 | 0.098684 | 0.056591 | 46 | 200 | 100 |
| 0 | 1.316282 | 0.106864 | 14.081364 | 0.099024 | 0.056551 | 47 | 200 | 100 |
| 0 | 1.443332 | 0.111835 | 15.251905 | 0.103593 | 0.057619 | 48 | 200 | 100 |
| 0 | 1.228810 | 0.105201 | 13.063199 | 0.098058 | 0.057813 | 49 | 200 | 100 |
| 0 | 1.256565 | 0.106413 | 13.263803 | 0.099732 | 0.056965 | 50 | 200 | 100 |
| 0 | 1.222891 | 0.104421 | 12.547621 | 0.097373 | 0.055406 | 51 | 200 | 100 |
In [14]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb
[NbConvertApp] Converting notebook gluonts-use_multiple_static_feats.ipynb to html [NbConvertApp] Writing 4070341 bytes to ../html_outputs/gluonts-use_multiple_static_feats.html
m4_yearly vs. m4_yearly_domain¶
In [ ]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_yearly", seed=i, epochs=200, batches=100)
pprint(df)
results = results.append(df)
results
INFO:root:downloading and processing m4_yearly
Seed: 42 saving time-series into /home/ec2-user/.mxnet/gluon-ts/datasets/m4_yearly/train/data.json saving time-series into /home/ec2-user/.mxnet/gluon-ts/datasets/m4_yearly/test/data.json
INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1179723 100%|██████████| 100/100 [00:02<00:00, 41.68it/s, avg_epoch_loss=8.14] INFO:root:Epoch[0] Elapsed time 2.401 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.140023 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.29it/s, avg_epoch_loss=6.82] INFO:root:Epoch[1] Elapsed time 2.260 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.816145 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.47it/s, avg_epoch_loss=6.89] INFO:root:Epoch[2] Elapsed time 2.302 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.890125 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.45it/s, avg_epoch_loss=7.26] INFO:root:Epoch[3] Elapsed time 2.251 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.256244 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.68it/s, avg_epoch_loss=7.4] INFO:root:Epoch[4] Elapsed time 2.242 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.403045 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.35it/s, avg_epoch_loss=6.89] INFO:root:Epoch[5] Elapsed time 2.310 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.889821 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 41.86it/s, avg_epoch_loss=7.12] INFO:root:Epoch[6] Elapsed time 2.392 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.121914 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.49it/s, avg_epoch_loss=6.86] INFO:root:Epoch[7] Elapsed time 2.303 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.857856 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 45.25it/s, avg_epoch_loss=6.22] INFO:root:Epoch[8] Elapsed time 2.213 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.223417 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.64it/s, avg_epoch_loss=6.37] INFO:root:Epoch[9] Elapsed time 2.347 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.371200 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.24it/s, avg_epoch_loss=6.82] INFO:root:Epoch[10] Elapsed time 2.315 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.821579 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 45.13it/s, avg_epoch_loss=7.22] INFO:root:Epoch[11] Elapsed time 2.217 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=7.220065 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 41.91it/s, avg_epoch_loss=6.69] INFO:root:Epoch[12] Elapsed time 2.388 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.690996 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.26it/s, avg_epoch_loss=6.88] INFO:root:Epoch[13] Elapsed time 2.314 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.883064 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.30it/s, avg_epoch_loss=6.7] INFO:root:Epoch[14] Elapsed time 2.367 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.695700 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.60it/s, avg_epoch_loss=6.11] INFO:root:Epoch[15] Elapsed time 2.244 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.114572 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.67it/s, avg_epoch_loss=6.07] INFO:root:Epoch[16] Elapsed time 2.345 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.067773 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.53it/s, avg_epoch_loss=6.76] INFO:root:Epoch[17] Elapsed time 2.300 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.763127 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.61it/s, avg_epoch_loss=7.04] INFO:root:Epoch[18] Elapsed time 2.246 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.036351 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.54it/s, avg_epoch_loss=6.65] INFO:root:Epoch[19] Elapsed time 2.301 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.645329 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.08it/s, avg_epoch_loss=6.74] INFO:root:Epoch[20] Elapsed time 2.324 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.744395 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.43it/s, avg_epoch_loss=6.57] INFO:root:Epoch[21] Elapsed time 2.254 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.570262 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.20it/s, avg_epoch_loss=6.32] INFO:root:Epoch[22] Elapsed time 2.264 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.315660 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.28it/s, avg_epoch_loss=5.8] INFO:root:Epoch[23] Elapsed time 2.260 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.801098 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.06it/s, avg_epoch_loss=6.62] INFO:root:Epoch[24] Elapsed time 2.271 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.624604 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.13it/s, avg_epoch_loss=6.85] INFO:root:Epoch[25] Elapsed time 2.269 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.848378 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.17it/s, avg_epoch_loss=6.72] INFO:root:Epoch[26] Elapsed time 2.268 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.717909 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.82it/s, avg_epoch_loss=6.51] INFO:root:Epoch[27] Elapsed time 2.338 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.506622 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.23it/s, avg_epoch_loss=6.67] INFO:root:Epoch[28] Elapsed time 2.263 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.666115 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.28it/s, avg_epoch_loss=6.38] INFO:root:Epoch[29] Elapsed time 2.367 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.383742 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.06it/s, avg_epoch_loss=5.6] INFO:root:Epoch[30] Elapsed time 2.325 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.604855 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.22it/s, avg_epoch_loss=6.39] INFO:root:Epoch[31] Elapsed time 2.315 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.392209 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 41.39it/s, avg_epoch_loss=6.69] INFO:root:Epoch[32] Elapsed time 2.420 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.686846 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.81it/s, avg_epoch_loss=6.83] INFO:root:Epoch[33] Elapsed time 2.236 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.833104 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 40.57it/s, avg_epoch_loss=6.37] INFO:root:Epoch[34] Elapsed time 2.468 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.372640 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.28it/s, avg_epoch_loss=6.68] INFO:root:Epoch[35] Elapsed time 2.313 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.679120 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 41.48it/s, avg_epoch_loss=6.45] INFO:root:Epoch[36] Elapsed time 2.414 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.449463 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.38it/s, avg_epoch_loss=5.56] INFO:root:Epoch[37] Elapsed time 2.308 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.560893 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.70it/s, avg_epoch_loss=6.2] INFO:root:Epoch[38] Elapsed time 2.344 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.198479 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.90it/s, avg_epoch_loss=6.52] INFO:root:Epoch[39] Elapsed time 2.281 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.524188 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.22it/s, avg_epoch_loss=7] INFO:root:Epoch[40] Elapsed time 2.264 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.995295 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.55it/s, avg_epoch_loss=6.22] INFO:root:Epoch[41] Elapsed time 2.352 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.224256 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.57it/s, avg_epoch_loss=6.68] INFO:root:Epoch[42] Elapsed time 2.297 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.678629 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.50it/s, avg_epoch_loss=6.39] INFO:root:Epoch[43] Elapsed time 2.302 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.387456 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 45.29it/s, avg_epoch_loss=5.6] INFO:root:Epoch[44] Elapsed time 2.210 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.604637 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 35.38it/s, avg_epoch_loss=6.07] INFO:root:Epoch[45] Elapsed time 2.830 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.074407 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 41.30it/s, avg_epoch_loss=6.45] INFO:root:Epoch[46] Elapsed time 2.423 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.450764 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 45.51it/s, avg_epoch_loss=6.91] INFO:root:Epoch[47] Elapsed time 2.199 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.905876 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 42.86it/s, avg_epoch_loss=6.27] INFO:root:Epoch[48] Elapsed time 2.335 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.271583 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 42.92it/s, avg_epoch_loss=6.61] INFO:root:Epoch[49] Elapsed time 2.332 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.613080 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 43.55it/s, avg_epoch_loss=6.35] INFO:root:Epoch[50] Elapsed time 2.299 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.350537 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 42.96it/s, avg_epoch_loss=5.87] INFO:root:Epoch[51] Elapsed time 2.329 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.873123 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 44.33it/s, avg_epoch_loss=5.83] INFO:root:Epoch[52] Elapsed time 2.258 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.830032 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 43.75it/s, avg_epoch_loss=6.47] INFO:root:Epoch[53] Elapsed time 2.288 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.470005 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 43.16it/s, avg_epoch_loss=6.87] INFO:root:Epoch[54] Elapsed time 2.320 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.866430 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 42.27it/s, avg_epoch_loss=6.35] INFO:root:Epoch[55] Elapsed time 2.367 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.350381 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 42.97it/s, avg_epoch_loss=6.53] INFO:root:Epoch[56] Elapsed time 2.331 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.526818 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 44.02it/s, avg_epoch_loss=6.37] INFO:root:Epoch[57] Elapsed time 2.275 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.366404 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.35it/s, avg_epoch_loss=6.05] INFO:root:Epoch[58] Elapsed time 2.258 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.048478 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 43.82it/s, avg_epoch_loss=5.76] INFO:root:Epoch[59] Elapsed time 2.284 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.756666 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 42.58it/s, avg_epoch_loss=6.45] INFO:root:Epoch[60] Elapsed time 2.352 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.446793 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 42.67it/s, avg_epoch_loss=6.82] INFO:root:Epoch[61] Elapsed time 2.347 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.824979 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.22it/s, avg_epoch_loss=6.52] INFO:root:Epoch[62] Elapsed time 2.265 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.515791 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 42.10it/s, avg_epoch_loss=6.49] INFO:root:Epoch[63] Elapsed time 2.377 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.488716 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 42.76it/s, avg_epoch_loss=6.43] INFO:root:Epoch[64] Elapsed time 2.343 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.433903 INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.25it/s, avg_epoch_loss=6.15] INFO:root:Epoch[65] Elapsed time 2.262 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.150639 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.94it/s, avg_epoch_loss=5.62] INFO:root:Epoch[66] Elapsed time 2.227 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.619437 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 42.82it/s, avg_epoch_loss=6.4] INFO:root:Epoch[67] Elapsed time 2.337 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.398826 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 44.59it/s, avg_epoch_loss=6.82] INFO:root:Epoch[68] Elapsed time 2.245 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.820936 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 44.40it/s, avg_epoch_loss=6.62] INFO:root:Epoch[69] Elapsed time 2.255 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.618716 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 42.74it/s, avg_epoch_loss=6.42] INFO:root:Epoch[70] Elapsed time 2.343 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.415584 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 44.27it/s, avg_epoch_loss=6.53] INFO:root:Epoch[71] Elapsed time 2.262 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.526445 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 43.68it/s, avg_epoch_loss=6.33] INFO:root:Epoch[72] Elapsed time 2.292 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.326117 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 44.73it/s, avg_epoch_loss=5.54] INFO:root:Epoch[73] Elapsed time 2.238 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.536370 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 42.21it/s, avg_epoch_loss=6.32] INFO:root:Epoch[74] Elapsed time 2.371 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.323503 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 44.35it/s, avg_epoch_loss=6.58] INFO:root:Epoch[75] Elapsed time 2.258 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.575580 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 44.94it/s, avg_epoch_loss=6.82] INFO:root:Epoch[76] Elapsed time 2.227 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.815035 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 43.15it/s, avg_epoch_loss=6.25] INFO:root:Epoch[77] Elapsed time 2.321 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.251459 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 44.64it/s, avg_epoch_loss=6.59] INFO:root:Epoch[78] Elapsed time 2.242 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.593302 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 43.42it/s, avg_epoch_loss=6.37] INFO:root:Epoch[79] Elapsed time 2.306 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.367912 INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 44.55it/s, avg_epoch_loss=5.63] INFO:root:Epoch[80] Elapsed time 2.247 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.631561 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 40.86it/s, avg_epoch_loss=6.23] INFO:root:Epoch[81] Elapsed time 2.450 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.228594 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 43.07it/s, avg_epoch_loss=6.41] INFO:root:Epoch[82] Elapsed time 2.324 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.407480 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 42.56it/s, avg_epoch_loss=6.86] INFO:root:Epoch[83] Elapsed time 2.353 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.864266 INFO:root:Loading parameters from best epoch (73) INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 42.38it/s, avg_epoch_loss=6.32] INFO:root:Epoch[84] Elapsed time 2.361 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.315781 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 42.63it/s, avg_epoch_loss=6.58] INFO:root:Epoch[85] Elapsed time 2.348 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.584592 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=6.36] INFO:root:Epoch[86] Elapsed time 2.307 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.359861 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 45.01it/s, avg_epoch_loss=5.79] INFO:root:Epoch[87] Elapsed time 2.225 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.791512 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 43.38it/s, avg_epoch_loss=5.99] INFO:root:Epoch[88] Elapsed time 2.309 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.992491 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 43.80it/s, avg_epoch_loss=6.45] INFO:root:Epoch[89] Elapsed time 2.286 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.446234 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 45.28it/s, avg_epoch_loss=6.9] INFO:root:Epoch[90] Elapsed time 2.210 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.897363 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 43.79it/s, avg_epoch_loss=6.28] INFO:root:Epoch[91] Elapsed time 2.286 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.282044 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 42.05it/s, avg_epoch_loss=6.55] INFO:root:Epoch[92] Elapsed time 2.381 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.549902 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 42.82it/s, avg_epoch_loss=6.31] INFO:root:Epoch[93] Elapsed time 2.337 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.305838 INFO:root:Loading parameters from best epoch (73) INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.06it/s, avg_epoch_loss=5.94] INFO:root:Epoch[94] Elapsed time 2.324 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.935490 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.86it/s, avg_epoch_loss=5.85] INFO:root:Epoch[95] Elapsed time 2.283 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.851753 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.62it/s, avg_epoch_loss=6.47] INFO:root:Epoch[96] Elapsed time 2.349 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.470488 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.63it/s, avg_epoch_loss=6.86] INFO:root:Epoch[97] Elapsed time 2.295 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.856770 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.92it/s, avg_epoch_loss=6.41] INFO:root:Epoch[98] Elapsed time 2.333 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.411006 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.24it/s, avg_epoch_loss=6.56] INFO:root:Epoch[99] Elapsed time 2.314 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.560434 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 40.90it/s, avg_epoch_loss=6.33] INFO:root:Epoch[100] Elapsed time 2.448 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.331512 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.43it/s, avg_epoch_loss=6.01] INFO:root:Epoch[101] Elapsed time 2.253 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.013960 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 40.45it/s, avg_epoch_loss=5.73] INFO:root:Epoch[102] Elapsed time 2.476 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.733120 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.62it/s, avg_epoch_loss=6.41] INFO:root:Epoch[103] Elapsed time 2.296 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.408098 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.10it/s, avg_epoch_loss=6.89] INFO:root:Epoch[104] Elapsed time 2.378 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.893004 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.60it/s, avg_epoch_loss=6.43] INFO:root:Epoch[105] Elapsed time 2.349 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.432259 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.96it/s, avg_epoch_loss=6.49] INFO:root:Epoch[106] Elapsed time 2.330 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.485802 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 41.90it/s, avg_epoch_loss=6.37] INFO:root:Epoch[107] Elapsed time 2.390 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.367043 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.99it/s, avg_epoch_loss=6.15] INFO:root:Epoch[108] Elapsed time 2.276 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.146120 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.61it/s, avg_epoch_loss=5.64] INFO:root:Epoch[109] Elapsed time 2.245 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.644503 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.27it/s, avg_epoch_loss=6.42] INFO:root:Epoch[110] Elapsed time 2.313 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.419804 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.24it/s, avg_epoch_loss=6.71] INFO:root:Epoch[111] Elapsed time 2.264 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.705982 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.63it/s, avg_epoch_loss=6.59] INFO:root:Epoch[112] Elapsed time 2.244 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.587890 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.40it/s, avg_epoch_loss=6.32] INFO:root:Epoch[113] Elapsed time 2.307 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.318668 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.57it/s, avg_epoch_loss=6.44] INFO:root:Epoch[114] Elapsed time 2.298 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.444291 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.00it/s, avg_epoch_loss=6.28] INFO:root:Epoch[115] Elapsed time 2.275 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.275424 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.12it/s, avg_epoch_loss=5.57] INFO:root:Epoch[116] Elapsed time 2.269 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.572162 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 41.54it/s, avg_epoch_loss=6.23] INFO:root:Epoch[117] Elapsed time 2.410 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.225877 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.10it/s, avg_epoch_loss=6.53] INFO:root:Epoch[118] Elapsed time 2.270 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.526168 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.22it/s, avg_epoch_loss=6.78] INFO:root:Epoch[119] Elapsed time 2.214 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.781829 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.42it/s, avg_epoch_loss=6.26] INFO:root:Epoch[120] Elapsed time 2.361 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.261218 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.34it/s, avg_epoch_loss=6.54] INFO:root:Epoch[121] Elapsed time 2.259 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.536514 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.27it/s, avg_epoch_loss=6.31] INFO:root:Epoch[122] Elapsed time 2.368 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.312442 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 35.64it/s, avg_epoch_loss=5.63] INFO:root:Epoch[123] Elapsed time 2.808 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.625956 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.19] INFO:root:Epoch[124] Elapsed time 2.298 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.192706 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.95it/s, avg_epoch_loss=6.39] INFO:root:Epoch[125] Elapsed time 2.278 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.393176 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.88it/s, avg_epoch_loss=6.91] INFO:root:Epoch[126] Elapsed time 2.335 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.905819 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.28it/s, avg_epoch_loss=6.25] INFO:root:Epoch[127] Elapsed time 2.368 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.251489 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.18it/s, avg_epoch_loss=6.54] INFO:root:Epoch[128] Elapsed time 2.321 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.544516 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.46it/s, avg_epoch_loss=6.35] INFO:root:Epoch[129] Elapsed time 2.303 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.353626 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.22it/s, avg_epoch_loss=5.7] INFO:root:Epoch[130] Elapsed time 2.316 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.695827 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.48it/s, avg_epoch_loss=6.09] INFO:root:Epoch[131] Elapsed time 2.303 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.093912 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.97it/s, avg_epoch_loss=6.41] INFO:root:Epoch[132] Elapsed time 2.329 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.411723 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.14it/s, avg_epoch_loss=6.87] INFO:root:Epoch[133] Elapsed time 2.218 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.870750 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.54it/s, avg_epoch_loss=6.27] INFO:root:Epoch[134] Elapsed time 2.299 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.268764 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.08it/s, avg_epoch_loss=6.5] INFO:root:Epoch[135] Elapsed time 2.324 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.495405 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.43it/s, avg_epoch_loss=6.33] INFO:root:Epoch[136] Elapsed time 2.304 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.325429 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.74it/s, avg_epoch_loss=5.84] INFO:root:Epoch[137] Elapsed time 2.237 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.844519 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 41.91it/s, avg_epoch_loss=5.88] INFO:root:Epoch[138] Elapsed time 2.388 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.884986 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.22it/s, avg_epoch_loss=6.42] INFO:root:Epoch[139] Elapsed time 2.371 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.421771 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.42it/s, avg_epoch_loss=6.81] INFO:root:Epoch[140] Elapsed time 2.254 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.814974 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.11it/s, avg_epoch_loss=6.34] INFO:root:Epoch[141] Elapsed time 2.378 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.337069 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.44it/s, avg_epoch_loss=6.57] INFO:root:Epoch[142] Elapsed time 2.304 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.572584 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 41.66it/s, avg_epoch_loss=6.26] INFO:root:Epoch[143] Elapsed time 2.404 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.263475 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.12it/s, avg_epoch_loss=6] INFO:root:Epoch[144] Elapsed time 2.323 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.997172 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.12it/s, avg_epoch_loss=5.74] INFO:root:Epoch[145] Elapsed time 2.268 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.740611 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.41it/s, avg_epoch_loss=6.43] INFO:root:Epoch[146] Elapsed time 2.306 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.433501 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.70it/s, avg_epoch_loss=6.78] INFO:root:Epoch[147] Elapsed time 2.240 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.779719 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.07it/s, avg_epoch_loss=6.37] INFO:root:Epoch[148] Elapsed time 2.271 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.372310 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.96it/s, avg_epoch_loss=6.48] INFO:root:Epoch[149] Elapsed time 2.330 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.477436 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.31it/s, avg_epoch_loss=6.33] INFO:root:Epoch[150] Elapsed time 2.310 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.332222 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.13it/s, avg_epoch_loss=6.1] INFO:root:Epoch[151] Elapsed time 2.376 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.103750 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 41.87it/s, avg_epoch_loss=5.63] INFO:root:Epoch[152] Elapsed time 2.390 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.629261 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 40.89it/s, avg_epoch_loss=6.42] INFO:root:Epoch[153] Elapsed time 2.448 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.417573 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.84it/s, avg_epoch_loss=6.74] INFO:root:Epoch[154] Elapsed time 2.285 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.740313 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.50it/s, avg_epoch_loss=6.43] INFO:root:Epoch[155] Elapsed time 2.356 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.431975 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 40.42it/s, avg_epoch_loss=6.37] INFO:root:Epoch[156] Elapsed time 2.476 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.366350 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.29it/s, avg_epoch_loss=6.38] INFO:root:Epoch[157] Elapsed time 2.369 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.377593 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.03it/s, avg_epoch_loss=6.18] INFO:root:Epoch[158] Elapsed time 2.326 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.178824 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.03it/s, avg_epoch_loss=5.56] INFO:root:Epoch[159] Elapsed time 2.224 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.563945 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 41.59it/s, avg_epoch_loss=6.3] INFO:root:Epoch[160] Elapsed time 2.406 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.302216 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.15it/s, avg_epoch_loss=6.64] INFO:root:Epoch[161] Elapsed time 2.269 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.643236 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.75it/s, avg_epoch_loss=6.61] INFO:root:Epoch[162] Elapsed time 2.237 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.613837 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.10it/s, avg_epoch_loss=6.31] INFO:root:Epoch[163] Elapsed time 2.322 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.305333 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.05it/s, avg_epoch_loss=6.41] INFO:root:Epoch[164] Elapsed time 2.272 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.412043 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.53it/s, avg_epoch_loss=6.34] INFO:root:Epoch[165] Elapsed time 2.299 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.342853 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.14it/s, avg_epoch_loss=5.53] INFO:root:Epoch[166] Elapsed time 2.267 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.530904 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.73it/s, avg_epoch_loss=6.13] INFO:root:Epoch[167] Elapsed time 2.342 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.129458 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.39it/s, avg_epoch_loss=6.41] INFO:root:Epoch[168] Elapsed time 2.255 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.407796 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.70it/s, avg_epoch_loss=6.85] INFO:root:Epoch[169] Elapsed time 2.190 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.851019 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.30it/s, avg_epoch_loss=6.21] INFO:root:Epoch[170] Elapsed time 2.366 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.209714 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.16it/s, avg_epoch_loss=6.51] INFO:root:Epoch[171] Elapsed time 2.268 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.508035 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.67it/s, avg_epoch_loss=6.28] INFO:root:Epoch[172] Elapsed time 2.292 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.283301 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.95it/s, avg_epoch_loss=5.61] INFO:root:Epoch[173] Elapsed time 2.227 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.611610 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.44it/s, avg_epoch_loss=6.11] INFO:root:Epoch[174] Elapsed time 2.360 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.109784 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.10it/s, avg_epoch_loss=6.32] INFO:root:Epoch[175] Elapsed time 2.269 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.322903 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.59it/s, avg_epoch_loss=6.85] INFO:root:Epoch[176] Elapsed time 2.245 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.845476 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.10it/s, avg_epoch_loss=6.24] INFO:root:Epoch[177] Elapsed time 2.378 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.240420 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 41.43it/s, avg_epoch_loss=6.5] INFO:root:Epoch[178] Elapsed time 2.416 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.499046 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.20it/s, avg_epoch_loss=6.27] INFO:root:Epoch[179] Elapsed time 2.266 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.274076 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.90it/s, avg_epoch_loss=5.85] INFO:root:Epoch[180] Elapsed time 2.229 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.846426 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 41.31it/s, avg_epoch_loss=5.8] INFO:root:Epoch[181] Elapsed time 2.423 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.795481 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.00it/s, avg_epoch_loss=6.42] INFO:root:Epoch[182] Elapsed time 2.278 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.417388 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.73it/s, avg_epoch_loss=6.79] INFO:root:Epoch[183] Elapsed time 2.238 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.785650 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.69it/s, avg_epoch_loss=6.33] INFO:root:Epoch[184] Elapsed time 2.291 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.330753 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.76it/s, avg_epoch_loss=6.47] INFO:root:Epoch[185] Elapsed time 2.287 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.465542 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.14it/s, avg_epoch_loss=6.28] INFO:root:Epoch[186] Elapsed time 2.268 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.284068 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.69it/s, avg_epoch_loss=6.07] INFO:root:Epoch[187] Elapsed time 2.240 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.069905 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.25it/s, avg_epoch_loss=5.6] INFO:root:Epoch[188] Elapsed time 2.262 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.598378 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.35it/s, avg_epoch_loss=6.37] INFO:root:Epoch[189] Elapsed time 2.310 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.367502 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.04it/s, avg_epoch_loss=6.66] INFO:root:Epoch[190] Elapsed time 2.223 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.659928 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.40it/s, avg_epoch_loss=6.43] INFO:root:Epoch[191] Elapsed time 2.255 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.433698 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.83it/s, avg_epoch_loss=6.35] INFO:root:Epoch[192] Elapsed time 2.337 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.350940 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.21it/s, avg_epoch_loss=6.38] INFO:root:Epoch[193] Elapsed time 2.264 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.382256 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.16it/s, avg_epoch_loss=6.12] INFO:root:Epoch[194] Elapsed time 2.268 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.115054 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.06it/s, avg_epoch_loss=5.58] INFO:root:Epoch[195] Elapsed time 2.224 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.575817 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.86it/s, avg_epoch_loss=6.29] INFO:root:Epoch[196] Elapsed time 2.282 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.288513 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.84it/s, avg_epoch_loss=6.6] INFO:root:Epoch[197] Elapsed time 2.284 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.600084 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.84it/s, avg_epoch_loss=6.66] INFO:root:Epoch[198] Elapsed time 2.284 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.658769 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.96it/s, avg_epoch_loss=6.22] INFO:root:Epoch[199] Elapsed time 2.279 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.219131 INFO:root:Loading parameters from best epoch (166) INFO:root:Final loss: 5.5309036827087406 (occurred at epoch 166) INFO:root:End model training Running evaluation: 100%|██████████| 23000/23000 [05:15<00:00, 72.84it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_yearly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1179723
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.146331 0.137157 47.755095 0.133949 0.086913 seed epochs num_batches 0 42 200 100 Seed: 43
100%|██████████| 100/100 [00:02<00:00, 42.17it/s, avg_epoch_loss=8.19] INFO:root:Epoch[0] Elapsed time 2.373 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.190277 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.66it/s, avg_epoch_loss=6.83] INFO:root:Epoch[1] Elapsed time 2.292 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.827358 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.98it/s, avg_epoch_loss=6.85] INFO:root:Epoch[2] Elapsed time 2.329 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.845663 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.89it/s, avg_epoch_loss=7.24] INFO:root:Epoch[3] Elapsed time 2.282 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.236609 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.15it/s, avg_epoch_loss=7.38] INFO:root:Epoch[4] Elapsed time 2.319 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.384245 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.60it/s, avg_epoch_loss=6.91] INFO:root:Epoch[5] Elapsed time 2.296 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.905862 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.51it/s, avg_epoch_loss=7.09] INFO:root:Epoch[6] Elapsed time 2.300 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.090721 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.77it/s, avg_epoch_loss=6.85] INFO:root:Epoch[7] Elapsed time 2.288 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.848853 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 45.29it/s, avg_epoch_loss=6.21] INFO:root:Epoch[8] Elapsed time 2.210 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.210619 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.05it/s, avg_epoch_loss=6.28] INFO:root:Epoch[9] Elapsed time 2.325 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.279545 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.82it/s, avg_epoch_loss=6.85] INFO:root:Epoch[10] Elapsed time 2.337 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.854234 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.56it/s, avg_epoch_loss=7.17] INFO:root:Epoch[11] Elapsed time 2.247 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=7.172483 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.87it/s, avg_epoch_loss=6.64] INFO:root:Epoch[12] Elapsed time 2.336 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.636840 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.89it/s, avg_epoch_loss=6.87] INFO:root:Epoch[13] Elapsed time 2.334 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.869128 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 41.46it/s, avg_epoch_loss=6.72] INFO:root:Epoch[14] Elapsed time 2.416 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.715970 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.74it/s, avg_epoch_loss=6.15] INFO:root:Epoch[15] Elapsed time 2.238 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.148470 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.73it/s, avg_epoch_loss=6.07] INFO:root:Epoch[16] Elapsed time 2.342 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.067024 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.26it/s, avg_epoch_loss=6.7] INFO:root:Epoch[17] Elapsed time 2.315 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.695539 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.31it/s, avg_epoch_loss=7.03] INFO:root:Epoch[18] Elapsed time 2.259 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.026899 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.68] INFO:root:Epoch[19] Elapsed time 2.726 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.677815 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 37.96it/s, avg_epoch_loss=6.78] INFO:root:Epoch[20] Elapsed time 2.636 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.783826 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.15it/s, avg_epoch_loss=6.56] INFO:root:Epoch[21] Elapsed time 2.266 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.558094 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.42it/s, avg_epoch_loss=6.3] INFO:root:Epoch[22] Elapsed time 2.361 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.295742 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.29it/s, avg_epoch_loss=5.82] INFO:root:Epoch[23] Elapsed time 2.261 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.818989 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.36it/s, avg_epoch_loss=6.59] INFO:root:Epoch[24] Elapsed time 2.308 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.593754 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.48it/s, avg_epoch_loss=6.92] INFO:root:Epoch[25] Elapsed time 2.251 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.920731 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.80it/s, avg_epoch_loss=6.66] INFO:root:Epoch[26] Elapsed time 2.285 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.658345 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.28it/s, avg_epoch_loss=6.57] INFO:root:Epoch[27] Elapsed time 2.368 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.566828 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.86it/s, avg_epoch_loss=6.64] INFO:root:Epoch[28] Elapsed time 2.284 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.642521 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.64it/s, avg_epoch_loss=6.33] INFO:root:Epoch[29] Elapsed time 2.293 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.327226 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.99it/s, avg_epoch_loss=5.65] INFO:root:Epoch[30] Elapsed time 2.226 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.645275 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.11it/s, avg_epoch_loss=6.48] INFO:root:Epoch[31] Elapsed time 2.321 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.476696 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.01it/s, avg_epoch_loss=6.73] INFO:root:Epoch[32] Elapsed time 2.276 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.725474 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.74it/s, avg_epoch_loss=6.78] INFO:root:Epoch[33] Elapsed time 2.289 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.783311 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.03it/s, avg_epoch_loss=6.46] INFO:root:Epoch[34] Elapsed time 2.381 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.461838 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.09it/s, avg_epoch_loss=6.72] INFO:root:Epoch[35] Elapsed time 2.377 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.715348 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.38it/s, avg_epoch_loss=6.41] INFO:root:Epoch[36] Elapsed time 2.310 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.405585 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.80it/s, avg_epoch_loss=5.61] INFO:root:Epoch[37] Elapsed time 2.237 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.613542 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.92it/s, avg_epoch_loss=6.3] INFO:root:Epoch[38] Elapsed time 2.331 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.296185 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.09it/s, avg_epoch_loss=6.55] INFO:root:Epoch[39] Elapsed time 2.324 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.547145 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 45.97it/s, avg_epoch_loss=6.94] INFO:root:Epoch[40] Elapsed time 2.177 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.935451 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.19it/s, avg_epoch_loss=6.27] INFO:root:Epoch[41] Elapsed time 2.319 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.271486 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.93it/s, avg_epoch_loss=6.68] INFO:root:Epoch[42] Elapsed time 2.279 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.678715 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.25it/s, avg_epoch_loss=6.43] INFO:root:Epoch[43] Elapsed time 2.316 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.426017 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.05it/s, avg_epoch_loss=5.69] INFO:root:Epoch[44] Elapsed time 2.325 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.692462 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 41.66it/s, avg_epoch_loss=6.08] INFO:root:Epoch[45] Elapsed time 2.403 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.077552 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.12it/s, avg_epoch_loss=6.57] INFO:root:Epoch[46] Elapsed time 2.321 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.565309 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 45.93it/s, avg_epoch_loss=6.86] INFO:root:Epoch[47] Elapsed time 2.180 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.856110 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 44.07it/s, avg_epoch_loss=6.4] INFO:root:Epoch[48] Elapsed time 2.271 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.399639 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 43.55it/s, avg_epoch_loss=6.65] INFO:root:Epoch[49] Elapsed time 2.298 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.653569 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 43.72it/s, avg_epoch_loss=6.41] INFO:root:Epoch[50] Elapsed time 2.291 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.405323 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 43.13it/s, avg_epoch_loss=5.94] INFO:root:Epoch[51] Elapsed time 2.322 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.936558 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 44.30it/s, avg_epoch_loss=5.8] INFO:root:Epoch[52] Elapsed time 2.259 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.801382 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 43.88it/s, avg_epoch_loss=6.45] INFO:root:Epoch[53] Elapsed time 2.282 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.452903 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 43.33it/s, avg_epoch_loss=6.88] INFO:root:Epoch[54] Elapsed time 2.310 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.876790 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 44.39it/s, avg_epoch_loss=6.44] INFO:root:Epoch[55] Elapsed time 2.255 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.440875 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 43.30it/s, avg_epoch_loss=6.52] INFO:root:Epoch[56] Elapsed time 2.312 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.521660 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 42.68it/s, avg_epoch_loss=6.37] INFO:root:Epoch[57] Elapsed time 2.346 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.366274 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 42.84it/s, avg_epoch_loss=6.12] INFO:root:Epoch[58] Elapsed time 2.336 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.122007 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 42.26it/s, avg_epoch_loss=5.65] INFO:root:Epoch[59] Elapsed time 2.368 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.651401 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.28it/s, avg_epoch_loss=6.5] INFO:root:Epoch[60] Elapsed time 2.262 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.501979 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.57it/s, avg_epoch_loss=6.76] INFO:root:Epoch[61] Elapsed time 2.246 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.758541 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.42it/s, avg_epoch_loss=6.56] INFO:root:Epoch[62] Elapsed time 2.253 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.562610 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 43.45it/s, avg_epoch_loss=6.43] INFO:root:Epoch[63] Elapsed time 2.304 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.430800 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 43.65it/s, avg_epoch_loss=6.54] INFO:root:Epoch[64] Elapsed time 2.294 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.537807 INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.23it/s, avg_epoch_loss=6.28] INFO:root:Epoch[65] Elapsed time 2.263 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.282309 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 43.59it/s, avg_epoch_loss=5.53] INFO:root:Epoch[66] Elapsed time 2.296 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.534106 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 41.68it/s, avg_epoch_loss=6.36] INFO:root:Epoch[67] Elapsed time 2.401 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.360658 INFO:root:Epoch[68] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.17it/s, avg_epoch_loss=6.65] INFO:root:Epoch[68] Elapsed time 2.267 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.645688 INFO:root:Epoch[69] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.82it/s, avg_epoch_loss=6.74] INFO:root:Epoch[69] Elapsed time 2.233 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.740934 INFO:root:Epoch[70] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 42.83it/s, avg_epoch_loss=6.27] INFO:root:Epoch[70] Elapsed time 2.336 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.273877 INFO:root:Epoch[71] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 43.85it/s, avg_epoch_loss=6.57] INFO:root:Epoch[71] Elapsed time 2.284 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.573665 INFO:root:Epoch[72] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 43.46it/s, avg_epoch_loss=6.38] INFO:root:Epoch[72] Elapsed time 2.305 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.379344 INFO:root:Epoch[73] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.37it/s, avg_epoch_loss=5.6] INFO:root:Epoch[73] Elapsed time 2.256 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.600651 INFO:root:Epoch[74] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 43.62it/s, avg_epoch_loss=6.15] INFO:root:Epoch[74] Elapsed time 2.296 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.149501 INFO:root:Epoch[75] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 43.47it/s, avg_epoch_loss=6.42] INFO:root:Epoch[75] Elapsed time 2.303 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.422077 INFO:root:Epoch[76] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.25it/s, avg_epoch_loss=6.87] INFO:root:Epoch[76] Elapsed time 2.262 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.868392 INFO:root:Loading parameters from best epoch (66) INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 43.22it/s, avg_epoch_loss=6.38] INFO:root:Epoch[77] Elapsed time 2.315 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.376272 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 43.23it/s, avg_epoch_loss=6.61] INFO:root:Epoch[78] Elapsed time 2.315 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.607133 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 42.12it/s, avg_epoch_loss=6.37] INFO:root:Epoch[79] Elapsed time 2.377 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.372947 INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 42.26it/s, avg_epoch_loss=5.82] INFO:root:Epoch[80] Elapsed time 2.370 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.823699 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 43.14it/s, avg_epoch_loss=5.92] INFO:root:Epoch[81] Elapsed time 2.320 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.921668 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 43.38it/s, avg_epoch_loss=6.46] INFO:root:Epoch[82] Elapsed time 2.307 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.462682 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 44.56it/s, avg_epoch_loss=6.83] INFO:root:Epoch[83] Elapsed time 2.248 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.832032 INFO:root:Epoch[84] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 43.73it/s, avg_epoch_loss=6.4] INFO:root:Epoch[84] Elapsed time 2.291 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.395104 INFO:root:Epoch[85] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 41.87it/s, avg_epoch_loss=6.56] INFO:root:Epoch[85] Elapsed time 2.390 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.557090 INFO:root:Epoch[86] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 42.46it/s, avg_epoch_loss=6.33] INFO:root:Epoch[86] Elapsed time 2.358 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.330300 INFO:root:Loading parameters from best epoch (66) INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 44.32it/s, avg_epoch_loss=6.04] INFO:root:Epoch[87] Elapsed time 2.258 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.037266 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 43.87it/s, avg_epoch_loss=5.79] INFO:root:Epoch[88] Elapsed time 2.283 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.786043 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 41.91it/s, avg_epoch_loss=6.49] INFO:root:Epoch[89] Elapsed time 2.388 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.494112 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 43.87it/s, avg_epoch_loss=6.92] INFO:root:Epoch[90] Elapsed time 2.281 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.916878 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 43.55it/s, avg_epoch_loss=6.45] INFO:root:Epoch[91] Elapsed time 2.300 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.448593 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 43.16it/s, avg_epoch_loss=6.52] INFO:root:Epoch[92] Elapsed time 2.319 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.518928 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 44.07it/s, avg_epoch_loss=6.37] INFO:root:Epoch[93] Elapsed time 2.271 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.367571 INFO:root:Epoch[94] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 44.26it/s, avg_epoch_loss=6.1] INFO:root:Epoch[94] Elapsed time 2.262 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.100197 INFO:root:Epoch[95] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 42.52it/s, avg_epoch_loss=5.71] INFO:root:Epoch[95] Elapsed time 2.355 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.713856 INFO:root:Epoch[96] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 44.43it/s, avg_epoch_loss=6.44] INFO:root:Epoch[96] Elapsed time 2.253 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.439771 INFO:root:Loading parameters from best epoch (66) INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.87] INFO:root:Epoch[97] Elapsed time 2.671 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.873602 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 39.67it/s, avg_epoch_loss=6.55] INFO:root:Epoch[98] Elapsed time 2.523 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.546286 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.70it/s, avg_epoch_loss=6.43] INFO:root:Epoch[99] Elapsed time 2.346 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.425763 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.83it/s, avg_epoch_loss=6.52] INFO:root:Epoch[100] Elapsed time 2.337 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.516336 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.99it/s, avg_epoch_loss=6.26] INFO:root:Epoch[101] Elapsed time 2.276 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.260347 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.02it/s, avg_epoch_loss=5.58] INFO:root:Epoch[102] Elapsed time 2.223 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.581320 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.77it/s, avg_epoch_loss=6.31] INFO:root:Epoch[103] Elapsed time 2.288 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.314058 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.48it/s, avg_epoch_loss=6.62] INFO:root:Epoch[104] Elapsed time 2.302 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.616950 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.72it/s, avg_epoch_loss=6.75] INFO:root:Epoch[105] Elapsed time 2.238 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.754835 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.33] INFO:root:Epoch[106] Elapsed time 2.297 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.328801 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.68it/s, avg_epoch_loss=6.51] INFO:root:Epoch[107] Elapsed time 2.345 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.512340 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.09it/s, avg_epoch_loss=6.42] INFO:root:Epoch[108] Elapsed time 2.322 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.417326 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.76it/s, avg_epoch_loss=5.56] INFO:root:Epoch[109] Elapsed time 2.238 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.561225 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.57it/s, avg_epoch_loss=6.26] INFO:root:Epoch[110] Elapsed time 2.297 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.260160 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.80it/s, avg_epoch_loss=6.43] INFO:root:Epoch[111] Elapsed time 2.285 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.432269 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.49it/s, avg_epoch_loss=6.94] INFO:root:Epoch[112] Elapsed time 2.200 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.943385 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.53it/s, avg_epoch_loss=6.25] INFO:root:Epoch[113] Elapsed time 2.354 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.249283 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.54it/s, avg_epoch_loss=6.6] INFO:root:Epoch[114] Elapsed time 2.300 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.602322 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.10it/s, avg_epoch_loss=6.39] INFO:root:Epoch[115] Elapsed time 2.322 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.389379 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.32it/s, avg_epoch_loss=5.7] INFO:root:Epoch[116] Elapsed time 2.260 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.704862 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=6] INFO:root:Epoch[117] Elapsed time 2.309 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.003353 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.32it/s, avg_epoch_loss=6.45] INFO:root:Epoch[118] Elapsed time 2.260 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.448968 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.24it/s, avg_epoch_loss=6.92] INFO:root:Epoch[119] Elapsed time 2.264 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.919321 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=6.29] INFO:root:Epoch[120] Elapsed time 2.309 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.290493 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.01it/s, avg_epoch_loss=6.58] INFO:root:Epoch[121] Elapsed time 2.327 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.580724 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.67it/s, avg_epoch_loss=6.33] INFO:root:Epoch[122] Elapsed time 2.293 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.325555 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.16it/s, avg_epoch_loss=5.87] INFO:root:Epoch[123] Elapsed time 2.266 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.866769 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=5.86] INFO:root:Epoch[124] Elapsed time 2.308 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.855830 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.63it/s, avg_epoch_loss=6.44] INFO:root:Epoch[125] Elapsed time 2.295 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.443780 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.85it/s, avg_epoch_loss=6.86] INFO:root:Epoch[126] Elapsed time 2.233 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.862293 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.82it/s, avg_epoch_loss=6.37] INFO:root:Epoch[127] Elapsed time 2.284 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.373817 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.04it/s, avg_epoch_loss=6.56] INFO:root:Epoch[128] Elapsed time 2.325 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.559969 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.32] INFO:root:Epoch[129] Elapsed time 2.297 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.320245 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.14it/s, avg_epoch_loss=5.97] INFO:root:Epoch[130] Elapsed time 2.269 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.969954 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.18it/s, avg_epoch_loss=5.8] INFO:root:Epoch[131] Elapsed time 2.265 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.796471 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.73it/s, avg_epoch_loss=6.42] INFO:root:Epoch[132] Elapsed time 2.289 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.421500 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.91it/s, avg_epoch_loss=6.85] INFO:root:Epoch[133] Elapsed time 2.280 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.851671 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.19it/s, avg_epoch_loss=6.47] INFO:root:Epoch[134] Elapsed time 2.265 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.469683 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=6.47] INFO:root:Epoch[135] Elapsed time 2.308 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.474185 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.79it/s, avg_epoch_loss=6.39] INFO:root:Epoch[136] Elapsed time 2.286 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.393680 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.03it/s, avg_epoch_loss=6.17] INFO:root:Epoch[137] Elapsed time 2.327 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.166183 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.73it/s, avg_epoch_loss=5.6] INFO:root:Epoch[138] Elapsed time 2.239 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.596140 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.03it/s, avg_epoch_loss=6.39] INFO:root:Epoch[139] Elapsed time 2.326 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.393602 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.81it/s, avg_epoch_loss=6.63] INFO:root:Epoch[140] Elapsed time 2.286 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.629440 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.34it/s, avg_epoch_loss=6.62] INFO:root:Epoch[141] Elapsed time 2.258 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.618618 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.12it/s, avg_epoch_loss=6.36] INFO:root:Epoch[142] Elapsed time 2.322 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.356764 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.23it/s, avg_epoch_loss=6.43] INFO:root:Epoch[143] Elapsed time 2.263 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.427720 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.48it/s, avg_epoch_loss=6.3] INFO:root:Epoch[144] Elapsed time 2.302 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.304353 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.89it/s, avg_epoch_loss=5.5] INFO:root:Epoch[145] Elapsed time 2.232 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.502426 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.47it/s, avg_epoch_loss=6.26] INFO:root:Epoch[146] Elapsed time 2.305 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.264977 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.53it/s, avg_epoch_loss=6.61] INFO:root:Epoch[147] Elapsed time 2.248 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.613623 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.80it/s, avg_epoch_loss=6.73] INFO:root:Epoch[148] Elapsed time 2.234 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.731790 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.80it/s, avg_epoch_loss=6.3] INFO:root:Epoch[149] Elapsed time 2.286 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.299828 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.65it/s, avg_epoch_loss=6.43] INFO:root:Epoch[150] Elapsed time 2.242 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.433286 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.76it/s, avg_epoch_loss=6.38] INFO:root:Epoch[151] Elapsed time 2.289 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.375598 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.96it/s, avg_epoch_loss=5.59] INFO:root:Epoch[152] Elapsed time 2.228 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.594179 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.72it/s, avg_epoch_loss=6.2] INFO:root:Epoch[153] Elapsed time 2.289 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.199141 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.15it/s, avg_epoch_loss=6.39] INFO:root:Epoch[154] Elapsed time 2.267 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.388580 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.51it/s, avg_epoch_loss=6.86] INFO:root:Epoch[155] Elapsed time 2.200 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.860259 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.63it/s, avg_epoch_loss=6.29] INFO:root:Epoch[156] Elapsed time 2.295 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.288095 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.00it/s, avg_epoch_loss=6.53] INFO:root:Epoch[157] Elapsed time 2.276 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.532109 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.69it/s, avg_epoch_loss=6.35] INFO:root:Epoch[158] Elapsed time 2.291 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.348927 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.09it/s, avg_epoch_loss=5.74] INFO:root:Epoch[159] Elapsed time 2.220 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.744551 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.75it/s, avg_epoch_loss=5.95] INFO:root:Epoch[160] Elapsed time 2.288 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.948670 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.93it/s, avg_epoch_loss=6.39] INFO:root:Epoch[161] Elapsed time 2.278 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.393118 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.36it/s, avg_epoch_loss=6.87] INFO:root:Epoch[162] Elapsed time 2.207 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.865324 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.35it/s, avg_epoch_loss=6.33] INFO:root:Epoch[163] Elapsed time 2.257 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.325741 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.01it/s, avg_epoch_loss=6.54] INFO:root:Epoch[164] Elapsed time 2.327 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.541806 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.66it/s, avg_epoch_loss=6.26] INFO:root:Epoch[165] Elapsed time 2.294 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.264548 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.40it/s, avg_epoch_loss=5.91] INFO:root:Epoch[166] Elapsed time 2.256 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.912973 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.20it/s, avg_epoch_loss=5.79] INFO:root:Epoch[167] Elapsed time 2.266 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.794218 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.31it/s, avg_epoch_loss=6.39] INFO:root:Epoch[168] Elapsed time 2.259 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.389911 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.84it/s, avg_epoch_loss=6.85] INFO:root:Epoch[169] Elapsed time 2.233 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.845788 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.98it/s, avg_epoch_loss=6.38] INFO:root:Epoch[170] Elapsed time 2.277 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.375411 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.14it/s, avg_epoch_loss=6.48] INFO:root:Epoch[171] Elapsed time 2.321 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.483629 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.27it/s, avg_epoch_loss=6.31] INFO:root:Epoch[172] Elapsed time 2.262 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.310981 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.14it/s, avg_epoch_loss=6.1] INFO:root:Epoch[173] Elapsed time 2.320 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.104858 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.85it/s, avg_epoch_loss=5.6] INFO:root:Epoch[174] Elapsed time 2.232 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.597302 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 39.48it/s, avg_epoch_loss=6.36] INFO:root:Epoch[175] Elapsed time 2.536 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.357398 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 38.47it/s, avg_epoch_loss=6.66] INFO:root:Epoch[176] Elapsed time 2.601 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.657449 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.24it/s, avg_epoch_loss=6.54] INFO:root:Epoch[177] Elapsed time 2.316 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.538184 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.57it/s, avg_epoch_loss=6.32] INFO:root:Epoch[178] Elapsed time 2.299 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.317085 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.31it/s, avg_epoch_loss=6.42] INFO:root:Epoch[179] Elapsed time 2.260 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.424170 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.69it/s, avg_epoch_loss=6.26] INFO:root:Epoch[180] Elapsed time 2.293 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.264561 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.10it/s, avg_epoch_loss=5.53] INFO:root:Epoch[181] Elapsed time 2.219 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.527752 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.46it/s, avg_epoch_loss=6.25] INFO:root:Epoch[182] Elapsed time 2.304 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.250833 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.38it/s, avg_epoch_loss=6.54] INFO:root:Epoch[183] Elapsed time 2.257 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.543904 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.17it/s, avg_epoch_loss=6.68] INFO:root:Epoch[184] Elapsed time 2.217 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.675014 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.52it/s, avg_epoch_loss=6.23] INFO:root:Epoch[185] Elapsed time 2.301 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.229932 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.59it/s, avg_epoch_loss=6.49] INFO:root:Epoch[186] Elapsed time 2.245 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.489847 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.41it/s, avg_epoch_loss=6.35] INFO:root:Epoch[187] Elapsed time 2.306 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.347601 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.41it/s, avg_epoch_loss=5.58] INFO:root:Epoch[188] Elapsed time 2.205 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.577098 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.12it/s, avg_epoch_loss=6.15] INFO:root:Epoch[189] Elapsed time 2.322 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.151801 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.80it/s, avg_epoch_loss=6.37] INFO:root:Epoch[190] Elapsed time 2.285 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.368943 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.56it/s, avg_epoch_loss=6.84] INFO:root:Epoch[191] Elapsed time 2.197 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.844050 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.87it/s, avg_epoch_loss=6.23] INFO:root:Epoch[192] Elapsed time 2.281 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.230025 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 41.54it/s, avg_epoch_loss=6.51] INFO:root:Epoch[193] Elapsed time 2.409 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.510702 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.99it/s, avg_epoch_loss=6.3] INFO:root:Epoch[194] Elapsed time 2.276 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.298058 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.48it/s, avg_epoch_loss=5.73] INFO:root:Epoch[195] Elapsed time 2.303 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.733701 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.64it/s, avg_epoch_loss=5.93] INFO:root:Epoch[196] Elapsed time 2.294 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.932478 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.26it/s, avg_epoch_loss=6.39] INFO:root:Epoch[197] Elapsed time 2.261 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.392520 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.18it/s, avg_epoch_loss=6.79] INFO:root:Epoch[198] Elapsed time 2.216 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.794836 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.21it/s, avg_epoch_loss=6.35] INFO:root:Epoch[199] Elapsed time 2.266 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.349523 INFO:root:Loading parameters from best epoch (145) INFO:root:Final loss: 5.502426428794861 (occurred at epoch 145) INFO:root:End model training Running evaluation: 100%|██████████| 23000/23000 [05:16<00:00, 72.69it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_yearly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1179723
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.156921 0.138072 50.269626 0.133475 0.086437 seed epochs num_batches 0 43 200 100 Seed: 44
100%|██████████| 100/100 [00:02<00:00, 42.24it/s, avg_epoch_loss=7.97] INFO:root:Epoch[0] Elapsed time 2.370 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.970582 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.08it/s, avg_epoch_loss=6.8] INFO:root:Epoch[1] Elapsed time 2.271 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.801754 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.39it/s, avg_epoch_loss=6.83] INFO:root:Epoch[2] Elapsed time 2.307 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.831550 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.04it/s, avg_epoch_loss=7.25] INFO:root:Epoch[3] Elapsed time 2.273 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.253385 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.89it/s, avg_epoch_loss=7.42] INFO:root:Epoch[4] Elapsed time 2.231 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.423772 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.32it/s, avg_epoch_loss=6.9] INFO:root:Epoch[5] Elapsed time 2.311 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.899726 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.09it/s, avg_epoch_loss=7.07] INFO:root:Epoch[6] Elapsed time 2.323 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.068775 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.92it/s, avg_epoch_loss=6.84] INFO:root:Epoch[7] Elapsed time 2.279 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.838063 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.90it/s, avg_epoch_loss=6.27] INFO:root:Epoch[8] Elapsed time 2.231 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.266327 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.01it/s, avg_epoch_loss=6.22] INFO:root:Epoch[9] Elapsed time 2.274 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.220452 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.26it/s, avg_epoch_loss=6.83] INFO:root:Epoch[10] Elapsed time 2.261 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.834188 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.38it/s, avg_epoch_loss=7.13] INFO:root:Epoch[11] Elapsed time 2.255 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=7.134757 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.87it/s, avg_epoch_loss=6.67] INFO:root:Epoch[12] Elapsed time 2.283 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.665296 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.98it/s, avg_epoch_loss=6.82] INFO:root:Epoch[13] Elapsed time 2.330 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.824755 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.67it/s, avg_epoch_loss=6.64] INFO:root:Epoch[14] Elapsed time 2.292 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.643723 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.26it/s, avg_epoch_loss=6.24] INFO:root:Epoch[15] Elapsed time 2.262 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.238529 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.32it/s, avg_epoch_loss=5.92] INFO:root:Epoch[16] Elapsed time 2.260 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.915754 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.91it/s, avg_epoch_loss=6.66] INFO:root:Epoch[17] Elapsed time 2.333 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.659186 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.19it/s, avg_epoch_loss=7.01] INFO:root:Epoch[18] Elapsed time 2.265 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.011713 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.47it/s, avg_epoch_loss=6.65] INFO:root:Epoch[19] Elapsed time 2.304 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.650089 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.99it/s, avg_epoch_loss=6.7] INFO:root:Epoch[20] Elapsed time 2.329 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.696718 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.02it/s, avg_epoch_loss=6.71] INFO:root:Epoch[21] Elapsed time 2.327 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.710099 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.92it/s, avg_epoch_loss=6.25] INFO:root:Epoch[22] Elapsed time 2.279 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.249397 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.04it/s, avg_epoch_loss=5.85] INFO:root:Epoch[23] Elapsed time 2.274 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.853381 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.00it/s, avg_epoch_loss=6.6] INFO:root:Epoch[24] Elapsed time 2.275 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.602722 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.70it/s, avg_epoch_loss=6.8] INFO:root:Epoch[25] Elapsed time 2.292 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.802830 INFO:root:Epoch[26] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.64it/s, avg_epoch_loss=6.68] INFO:root:Epoch[26] Elapsed time 2.244 seconds INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.676594 INFO:root:Epoch[27] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.64it/s, avg_epoch_loss=6.49] INFO:root:Epoch[27] Elapsed time 2.295 seconds INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.487915 INFO:root:Epoch[28] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.71it/s, avg_epoch_loss=6.59] INFO:root:Epoch[28] Elapsed time 2.291 seconds INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.585601 INFO:root:Epoch[29] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.05it/s, avg_epoch_loss=6.33] INFO:root:Epoch[29] Elapsed time 2.274 seconds INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.330651 INFO:root:Epoch[30] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.66it/s, avg_epoch_loss=5.6] INFO:root:Epoch[30] Elapsed time 2.241 seconds INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.599776 INFO:root:Epoch[31] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.28it/s, avg_epoch_loss=6.41] INFO:root:Epoch[31] Elapsed time 2.312 seconds INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.411063 INFO:root:Epoch[32] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.38it/s, avg_epoch_loss=6.73] INFO:root:Epoch[32] Elapsed time 2.309 seconds INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.730220 INFO:root:Epoch[33] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.38it/s, avg_epoch_loss=6.89] INFO:root:Epoch[33] Elapsed time 2.257 seconds INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.887297 INFO:root:Epoch[34] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.22it/s, avg_epoch_loss=6.37] INFO:root:Epoch[34] Elapsed time 2.318 seconds INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.369468 INFO:root:Epoch[35] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.48it/s, avg_epoch_loss=6.64] INFO:root:Epoch[35] Elapsed time 2.251 seconds INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.642768 INFO:root:Epoch[36] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.33it/s, avg_epoch_loss=6.45] INFO:root:Epoch[36] Elapsed time 2.310 seconds INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.447981 INFO:root:Epoch[37] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.93it/s, avg_epoch_loss=5.59] INFO:root:Epoch[37] Elapsed time 2.230 seconds INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.590792 INFO:root:Epoch[38] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.62it/s, avg_epoch_loss=6.24] INFO:root:Epoch[38] Elapsed time 2.294 seconds INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.241794 INFO:root:Epoch[39] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.51it/s, avg_epoch_loss=6.46] INFO:root:Epoch[39] Elapsed time 2.250 seconds INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.460488 INFO:root:Epoch[40] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 45.45it/s, avg_epoch_loss=6.95] INFO:root:Epoch[40] Elapsed time 2.202 seconds INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.951695 INFO:root:Epoch[41] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.73it/s, avg_epoch_loss=6.32] INFO:root:Epoch[41] Elapsed time 2.291 seconds INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.324203 INFO:root:Epoch[42] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.13it/s, avg_epoch_loss=6.62] INFO:root:Epoch[42] Elapsed time 2.269 seconds INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.616806 INFO:root:Epoch[43] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.99it/s, avg_epoch_loss=6.41] INFO:root:Epoch[43] Elapsed time 2.277 seconds INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.407915 INFO:root:Epoch[44] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 45.20it/s, avg_epoch_loss=5.81] INFO:root:Epoch[44] Elapsed time 2.216 seconds INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.807706 INFO:root:Epoch[45] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.00it/s, avg_epoch_loss=5.91] INFO:root:Epoch[45] Elapsed time 2.275 seconds INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.910424 INFO:root:Epoch[46] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.02it/s, avg_epoch_loss=6.5] INFO:root:Epoch[46] Elapsed time 2.274 seconds INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.503395 INFO:root:Epoch[47] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 45.23it/s, avg_epoch_loss=6.83] INFO:root:Epoch[47] Elapsed time 2.213 seconds INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.829152 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[48] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 43.38it/s, avg_epoch_loss=6.45] INFO:root:Epoch[48] Elapsed time 2.307 seconds INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.446349 INFO:root:Epoch[49] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.61] INFO:root:Epoch[49] Elapsed time 2.296 seconds INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.610576 INFO:root:Epoch[50] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 44.20it/s, avg_epoch_loss=6.35] INFO:root:Epoch[50] Elapsed time 2.265 seconds INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.345866 INFO:root:Epoch[51] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 43.93it/s, avg_epoch_loss=6.02] INFO:root:Epoch[51] Elapsed time 2.280 seconds INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.018532 INFO:root:Epoch[52] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 44.27it/s, avg_epoch_loss=5.74] INFO:root:Epoch[52] Elapsed time 2.262 seconds INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.742117 INFO:root:Epoch[53] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.4] INFO:root:Epoch[53] Elapsed time 2.297 seconds INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.401413 INFO:root:Epoch[54] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 43.66it/s, avg_epoch_loss=6.87] INFO:root:Epoch[54] Elapsed time 2.292 seconds INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.867662 INFO:root:Epoch[55] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 44.45it/s, avg_epoch_loss=6.39] INFO:root:Epoch[55] Elapsed time 2.253 seconds INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.391658 INFO:root:Epoch[56] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 43.55it/s, avg_epoch_loss=6.53] INFO:root:Epoch[56] Elapsed time 2.300 seconds INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.529908 INFO:root:Epoch[57] Learning rate is 0.0005 100%|██████████| 100/100 [00:02<00:00, 44.04it/s, avg_epoch_loss=6.34] INFO:root:Epoch[57] Elapsed time 2.273 seconds INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.336740 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[58] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.16it/s, avg_epoch_loss=6.12] INFO:root:Epoch[58] Elapsed time 2.267 seconds INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.120871 INFO:root:Epoch[59] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.44it/s, avg_epoch_loss=5.67] INFO:root:Epoch[59] Elapsed time 2.254 seconds INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.671808 INFO:root:Epoch[60] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.07it/s, avg_epoch_loss=6.45] INFO:root:Epoch[60] Elapsed time 2.271 seconds INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.450962 INFO:root:Epoch[61] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.40it/s, avg_epoch_loss=6.83] INFO:root:Epoch[61] Elapsed time 2.256 seconds INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.832674 INFO:root:Epoch[62] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.20it/s, avg_epoch_loss=6.51] INFO:root:Epoch[62] Elapsed time 2.265 seconds INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.510198 INFO:root:Epoch[63] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 42.94it/s, avg_epoch_loss=6.52] INFO:root:Epoch[63] Elapsed time 2.331 seconds INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.516424 INFO:root:Epoch[64] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 43.50it/s, avg_epoch_loss=6.43] INFO:root:Epoch[64] Elapsed time 2.302 seconds INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.427791 INFO:root:Epoch[65] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.38it/s, avg_epoch_loss=6.15] INFO:root:Epoch[65] Elapsed time 2.255 seconds INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.151744 INFO:root:Epoch[66] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 44.89it/s, avg_epoch_loss=5.59] INFO:root:Epoch[66] Elapsed time 2.230 seconds INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.594824 INFO:root:Epoch[67] Learning rate is 0.00025 100%|██████████| 100/100 [00:02<00:00, 43.66it/s, avg_epoch_loss=6.37] INFO:root:Epoch[67] Elapsed time 2.292 seconds INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.366265 INFO:root:Loading parameters from best epoch (37) INFO:root:Epoch[68] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 44.60it/s, avg_epoch_loss=6.8] INFO:root:Epoch[68] Elapsed time 2.244 seconds INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.795451 INFO:root:Epoch[69] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 44.40it/s, avg_epoch_loss=6.66] INFO:root:Epoch[69] Elapsed time 2.254 seconds INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.660267 INFO:root:Epoch[70] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 43.26it/s, avg_epoch_loss=6.41] INFO:root:Epoch[70] Elapsed time 2.314 seconds INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.407063 INFO:root:Epoch[71] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 44.17it/s, avg_epoch_loss=6.5] INFO:root:Epoch[71] Elapsed time 2.266 seconds INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.502791 INFO:root:Epoch[72] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 43.72it/s, avg_epoch_loss=6.34] INFO:root:Epoch[72] Elapsed time 2.289 seconds INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.341093 INFO:root:Epoch[73] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=5.58] INFO:root:Epoch[73] Elapsed time 2.742 seconds INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.575468 INFO:root:Epoch[74] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 40.37it/s, avg_epoch_loss=6.26] INFO:root:Epoch[74] Elapsed time 2.479 seconds INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.256841 INFO:root:Epoch[75] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 43.87it/s, avg_epoch_loss=6.55] INFO:root:Epoch[75] Elapsed time 2.282 seconds INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.552120 INFO:root:Epoch[76] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 44.50it/s, avg_epoch_loss=6.92] INFO:root:Epoch[76] Elapsed time 2.250 seconds INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.922695 INFO:root:Epoch[77] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 42.65it/s, avg_epoch_loss=6.24] INFO:root:Epoch[77] Elapsed time 2.347 seconds INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.243846 INFO:root:Epoch[78] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 43.82it/s, avg_epoch_loss=6.65] INFO:root:Epoch[78] Elapsed time 2.284 seconds INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.653167 INFO:root:Epoch[79] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 42.91it/s, avg_epoch_loss=6.41] INFO:root:Epoch[79] Elapsed time 2.334 seconds INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.405197 INFO:root:Epoch[80] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 44.35it/s, avg_epoch_loss=5.68] INFO:root:Epoch[80] Elapsed time 2.257 seconds INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.679048 INFO:root:Epoch[81] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 43.51it/s, avg_epoch_loss=6.05] INFO:root:Epoch[81] Elapsed time 2.301 seconds INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.049776 INFO:root:Epoch[82] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.46] INFO:root:Epoch[82] Elapsed time 2.297 seconds INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.463693 INFO:root:Epoch[83] Learning rate is 0.000125 100%|██████████| 100/100 [00:02<00:00, 45.13it/s, avg_epoch_loss=6.89] INFO:root:Epoch[83] Elapsed time 2.218 seconds INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.894823 INFO:root:Loading parameters from best epoch (73) INFO:root:Epoch[84] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 42.92it/s, avg_epoch_loss=6.34] INFO:root:Epoch[84] Elapsed time 2.332 seconds INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.343722 INFO:root:Epoch[85] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=6.56] INFO:root:Epoch[85] Elapsed time 2.308 seconds INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.560644 INFO:root:Epoch[86] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=6.38] INFO:root:Epoch[86] Elapsed time 2.308 seconds INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.381300 INFO:root:Epoch[87] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 44.85it/s, avg_epoch_loss=5.91] INFO:root:Epoch[87] Elapsed time 2.232 seconds INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.908151 INFO:root:Epoch[88] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 44.26it/s, avg_epoch_loss=5.8] INFO:root:Epoch[88] Elapsed time 2.262 seconds INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.797330 INFO:root:Epoch[89] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 43.40it/s, avg_epoch_loss=6.44] INFO:root:Epoch[89] Elapsed time 2.307 seconds INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.442605 INFO:root:Epoch[90] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 44.32it/s, avg_epoch_loss=6.86] INFO:root:Epoch[90] Elapsed time 2.260 seconds INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.862847 INFO:root:Epoch[91] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 43.52it/s, avg_epoch_loss=6.46] INFO:root:Epoch[91] Elapsed time 2.300 seconds INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.460586 INFO:root:Epoch[92] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 43.17it/s, avg_epoch_loss=6.54] INFO:root:Epoch[92] Elapsed time 2.318 seconds INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.540979 INFO:root:Epoch[93] Learning rate is 6.25e-05 100%|██████████| 100/100 [00:02<00:00, 43.88it/s, avg_epoch_loss=6.33] INFO:root:Epoch[93] Elapsed time 2.282 seconds INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.334294 INFO:root:Loading parameters from best epoch (73) INFO:root:Epoch[94] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.05it/s, avg_epoch_loss=6.08] INFO:root:Epoch[94] Elapsed time 2.273 seconds INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.083454 INFO:root:Epoch[95] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.42it/s, avg_epoch_loss=5.75] INFO:root:Epoch[95] Elapsed time 2.307 seconds INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.745057 INFO:root:Epoch[96] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.12it/s, avg_epoch_loss=6.41] INFO:root:Epoch[96] Elapsed time 2.323 seconds INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.411851 INFO:root:Epoch[97] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.65it/s, avg_epoch_loss=6.94] INFO:root:Epoch[97] Elapsed time 2.242 seconds INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.935154 INFO:root:Epoch[98] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.18it/s, avg_epoch_loss=6.52] INFO:root:Epoch[98] Elapsed time 2.266 seconds INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.516901 INFO:root:Epoch[99] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.03it/s, avg_epoch_loss=6.5] INFO:root:Epoch[99] Elapsed time 2.327 seconds INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.498030 INFO:root:Epoch[100] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.38it/s, avg_epoch_loss=6.41] INFO:root:Epoch[100] Elapsed time 2.307 seconds INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.410534 INFO:root:Epoch[101] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.03it/s, avg_epoch_loss=6.16] INFO:root:Epoch[101] Elapsed time 2.273 seconds INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.159621 INFO:root:Epoch[102] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.85it/s, avg_epoch_loss=5.64] INFO:root:Epoch[102] Elapsed time 2.231 seconds INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.638316 INFO:root:Epoch[103] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.83it/s, avg_epoch_loss=6.38] INFO:root:Epoch[103] Elapsed time 2.337 seconds INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.382044 INFO:root:Epoch[104] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.02it/s, avg_epoch_loss=6.64] INFO:root:Epoch[104] Elapsed time 2.275 seconds INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.642263 INFO:root:Epoch[105] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.59it/s, avg_epoch_loss=6.69] INFO:root:Epoch[105] Elapsed time 2.244 seconds INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.686047 INFO:root:Epoch[106] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.74it/s, avg_epoch_loss=6.36] INFO:root:Epoch[106] Elapsed time 2.342 seconds INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.360178 INFO:root:Epoch[107] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.41it/s, avg_epoch_loss=6.47] INFO:root:Epoch[107] Elapsed time 2.307 seconds INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.469967 INFO:root:Epoch[108] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.56it/s, avg_epoch_loss=6.39] INFO:root:Epoch[108] Elapsed time 2.298 seconds INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.387024 INFO:root:Epoch[109] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.62it/s, avg_epoch_loss=5.57] INFO:root:Epoch[109] Elapsed time 2.294 seconds INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.569245 INFO:root:Epoch[110] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.49it/s, avg_epoch_loss=6.19] INFO:root:Epoch[110] Elapsed time 2.301 seconds INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.188971 INFO:root:Epoch[111] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.40it/s, avg_epoch_loss=6.49] INFO:root:Epoch[111] Elapsed time 2.256 seconds INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.485877 INFO:root:Epoch[112] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.39it/s, avg_epoch_loss=6.96] INFO:root:Epoch[112] Elapsed time 2.255 seconds INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.958134 INFO:root:Epoch[113] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.60it/s, avg_epoch_loss=6.3] INFO:root:Epoch[113] Elapsed time 2.349 seconds INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.298614 INFO:root:Epoch[114] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.35it/s, avg_epoch_loss=6.54] INFO:root:Epoch[114] Elapsed time 2.257 seconds INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.542948 INFO:root:Epoch[115] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.63it/s, avg_epoch_loss=6.37] INFO:root:Epoch[115] Elapsed time 2.295 seconds INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.365581 INFO:root:Epoch[116] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.16it/s, avg_epoch_loss=5.67] INFO:root:Epoch[116] Elapsed time 2.320 seconds INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.669055 INFO:root:Epoch[117] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.41it/s, avg_epoch_loss=6.07] INFO:root:Epoch[117] Elapsed time 2.306 seconds INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.067146 INFO:root:Epoch[118] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.66it/s, avg_epoch_loss=6.47] INFO:root:Epoch[118] Elapsed time 2.346 seconds INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.472420 INFO:root:Epoch[119] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.44it/s, avg_epoch_loss=6.92] INFO:root:Epoch[119] Elapsed time 2.204 seconds INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.917367 INFO:root:Epoch[120] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.04it/s, avg_epoch_loss=6.32] INFO:root:Epoch[120] Elapsed time 2.326 seconds INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.317727 INFO:root:Epoch[121] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.92it/s, avg_epoch_loss=6.57] INFO:root:Epoch[121] Elapsed time 2.281 seconds INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.566384 INFO:root:Epoch[122] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.42it/s, avg_epoch_loss=6.33] INFO:root:Epoch[122] Elapsed time 2.306 seconds INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.327384 INFO:root:Epoch[123] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.56it/s, avg_epoch_loss=5.88] INFO:root:Epoch[123] Elapsed time 2.247 seconds INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.883835 INFO:root:Epoch[124] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.45it/s, avg_epoch_loss=5.83] INFO:root:Epoch[124] Elapsed time 2.305 seconds INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.831903 INFO:root:Epoch[125] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.73it/s, avg_epoch_loss=6.48] INFO:root:Epoch[125] Elapsed time 2.290 seconds INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.476148 INFO:root:Epoch[126] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.57it/s, avg_epoch_loss=6.87] INFO:root:Epoch[126] Elapsed time 2.245 seconds INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.867769 INFO:root:Epoch[127] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.00it/s, avg_epoch_loss=6.4] INFO:root:Epoch[127] Elapsed time 2.275 seconds INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.398957 INFO:root:Epoch[128] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.36it/s, avg_epoch_loss=6.53] INFO:root:Epoch[128] Elapsed time 2.308 seconds INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.527428 INFO:root:Epoch[129] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.26it/s, avg_epoch_loss=6.28] INFO:root:Epoch[129] Elapsed time 2.261 seconds INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.282719 INFO:root:Epoch[130] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.05it/s, avg_epoch_loss=5.99] INFO:root:Epoch[130] Elapsed time 2.273 seconds INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.985844 INFO:root:Epoch[131] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.60it/s, avg_epoch_loss=5.78] INFO:root:Epoch[131] Elapsed time 2.244 seconds INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.777040 INFO:root:Epoch[132] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.62it/s, avg_epoch_loss=6.39] INFO:root:Epoch[132] Elapsed time 2.294 seconds INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.392559 INFO:root:Epoch[133] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.18it/s, avg_epoch_loss=6.84] INFO:root:Epoch[133] Elapsed time 2.215 seconds INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.840612 INFO:root:Epoch[134] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.71it/s, avg_epoch_loss=6.47] INFO:root:Epoch[134] Elapsed time 2.291 seconds INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.470600 INFO:root:Epoch[135] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.37it/s, avg_epoch_loss=6.46] INFO:root:Epoch[135] Elapsed time 2.362 seconds INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.459624 INFO:root:Epoch[136] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.19it/s, avg_epoch_loss=6.36] INFO:root:Epoch[136] Elapsed time 2.319 seconds INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.364959 INFO:root:Epoch[137] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.75it/s, avg_epoch_loss=6.15] INFO:root:Epoch[137] Elapsed time 2.343 seconds INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.149333 INFO:root:Epoch[138] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.03it/s, avg_epoch_loss=5.64] INFO:root:Epoch[138] Elapsed time 2.383 seconds INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.636616 INFO:root:Epoch[139] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.71it/s, avg_epoch_loss=6.41] INFO:root:Epoch[139] Elapsed time 2.343 seconds INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.412276 INFO:root:Epoch[140] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.55it/s, avg_epoch_loss=6.74] INFO:root:Epoch[140] Elapsed time 2.247 seconds INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.743224 INFO:root:Epoch[141] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.88it/s, avg_epoch_loss=6.5] INFO:root:Epoch[141] Elapsed time 2.335 seconds INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.495911 INFO:root:Epoch[142] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.95it/s, avg_epoch_loss=6.36] INFO:root:Epoch[142] Elapsed time 2.278 seconds INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.357136 INFO:root:Epoch[143] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.09it/s, avg_epoch_loss=6.44] INFO:root:Epoch[143] Elapsed time 2.270 seconds INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.444204 INFO:root:Epoch[144] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.10it/s, avg_epoch_loss=6.23] INFO:root:Epoch[144] Elapsed time 2.377 seconds INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.226670 INFO:root:Epoch[145] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.34it/s, avg_epoch_loss=5.55] INFO:root:Epoch[145] Elapsed time 2.258 seconds INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.546506 INFO:root:Epoch[146] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.44it/s, avg_epoch_loss=6.26] INFO:root:Epoch[146] Elapsed time 2.304 seconds INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.262522 INFO:root:Epoch[147] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.81it/s, avg_epoch_loss=6.6] INFO:root:Epoch[147] Elapsed time 2.341 seconds INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.595861 INFO:root:Epoch[148] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.26it/s, avg_epoch_loss=6.69] INFO:root:Epoch[148] Elapsed time 2.262 seconds INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.690394 INFO:root:Epoch[149] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.01it/s, avg_epoch_loss=6.25] INFO:root:Epoch[149] Elapsed time 2.329 seconds INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.249673 INFO:root:Epoch[150] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.11it/s, avg_epoch_loss=6.5] INFO:root:Epoch[150] Elapsed time 2.379 seconds INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.496982 INFO:root:Epoch[151] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 34.93it/s, avg_epoch_loss=6.37] INFO:root:Epoch[151] Elapsed time 2.864 seconds INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.373987 INFO:root:Epoch[152] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.14it/s, avg_epoch_loss=5.58] INFO:root:Epoch[152] Elapsed time 2.376 seconds INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.583471 INFO:root:Epoch[153] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.05it/s, avg_epoch_loss=6.22] INFO:root:Epoch[153] Elapsed time 2.328 seconds INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.216764 INFO:root:Epoch[154] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.88it/s, avg_epoch_loss=6.47] INFO:root:Epoch[154] Elapsed time 2.335 seconds INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.471660 INFO:root:Epoch[155] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.56it/s, avg_epoch_loss=6.86] INFO:root:Epoch[155] Elapsed time 2.199 seconds INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.856088 INFO:root:Epoch[156] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.53it/s, avg_epoch_loss=6.23] INFO:root:Epoch[156] Elapsed time 2.356 seconds INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.228912 INFO:root:Epoch[157] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.20it/s, avg_epoch_loss=6.52] INFO:root:Epoch[157] Elapsed time 2.318 seconds INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.522950 INFO:root:Epoch[158] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.10it/s, avg_epoch_loss=6.33] INFO:root:Epoch[158] Elapsed time 2.323 seconds INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.327358 INFO:root:Epoch[159] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.08it/s, avg_epoch_loss=5.65] INFO:root:Epoch[159] Elapsed time 2.325 seconds INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.647992 INFO:root:Epoch[160] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.21it/s, avg_epoch_loss=6.03] INFO:root:Epoch[160] Elapsed time 2.319 seconds INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.028587 INFO:root:Epoch[161] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.76it/s, avg_epoch_loss=6.41] INFO:root:Epoch[161] Elapsed time 2.343 seconds INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.414405 INFO:root:Epoch[162] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.46it/s, avg_epoch_loss=6.87] INFO:root:Epoch[162] Elapsed time 2.253 seconds INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.865751 INFO:root:Epoch[163] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.15it/s, avg_epoch_loss=6.25] INFO:root:Epoch[163] Elapsed time 2.376 seconds INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.251486 INFO:root:Epoch[164] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.48it/s, avg_epoch_loss=6.5] INFO:root:Epoch[164] Elapsed time 2.358 seconds INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.501586 INFO:root:Epoch[165] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.91it/s, avg_epoch_loss=6.3] INFO:root:Epoch[165] Elapsed time 2.335 seconds INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.299838 INFO:root:Epoch[166] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.67it/s, avg_epoch_loss=5.79] INFO:root:Epoch[166] Elapsed time 2.294 seconds INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.789365 INFO:root:Epoch[167] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.09it/s, avg_epoch_loss=5.81] INFO:root:Epoch[167] Elapsed time 2.270 seconds INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.812788 INFO:root:Epoch[168] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 41.72it/s, avg_epoch_loss=6.39] INFO:root:Epoch[168] Elapsed time 2.401 seconds INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.390033 INFO:root:Epoch[169] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.59it/s, avg_epoch_loss=6.79] INFO:root:Epoch[169] Elapsed time 2.352 seconds INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.792102 INFO:root:Epoch[170] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 40.54it/s, avg_epoch_loss=6.29] INFO:root:Epoch[170] Elapsed time 2.471 seconds INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.291163 INFO:root:Epoch[171] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 40.39it/s, avg_epoch_loss=6.53] INFO:root:Epoch[171] Elapsed time 2.478 seconds INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.529970 INFO:root:Epoch[172] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.13it/s, avg_epoch_loss=6.25] INFO:root:Epoch[172] Elapsed time 2.269 seconds INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.252465 INFO:root:Epoch[173] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 42.26it/s, avg_epoch_loss=5.95] INFO:root:Epoch[173] Elapsed time 2.370 seconds INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.953671 INFO:root:Epoch[174] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.22it/s, avg_epoch_loss=5.74] INFO:root:Epoch[174] Elapsed time 2.318 seconds INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.736200 INFO:root:Epoch[175] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.11it/s, avg_epoch_loss=6.35] INFO:root:Epoch[175] Elapsed time 2.323 seconds INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.346635 INFO:root:Epoch[176] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.01it/s, avg_epoch_loss=6.73] INFO:root:Epoch[176] Elapsed time 2.277 seconds INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.728758 INFO:root:Epoch[177] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 40.86it/s, avg_epoch_loss=6.4] INFO:root:Epoch[177] Elapsed time 2.451 seconds INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.404143 INFO:root:Epoch[178] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 41.07it/s, avg_epoch_loss=6.44] INFO:root:Epoch[178] Elapsed time 2.437 seconds INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.441049 INFO:root:Epoch[179] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.09it/s, avg_epoch_loss=6.33] INFO:root:Epoch[179] Elapsed time 2.322 seconds INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.332558 INFO:root:Epoch[180] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.02it/s, avg_epoch_loss=6.12] INFO:root:Epoch[180] Elapsed time 2.328 seconds INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.120449 INFO:root:Epoch[181] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.86it/s, avg_epoch_loss=5.59] INFO:root:Epoch[181] Elapsed time 2.231 seconds INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.587830 INFO:root:Epoch[182] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.31] INFO:root:Epoch[182] Elapsed time 2.296 seconds INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.313345 INFO:root:Epoch[183] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.27it/s, avg_epoch_loss=6.58] INFO:root:Epoch[183] Elapsed time 2.263 seconds INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.581339 INFO:root:Epoch[184] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 41.80it/s, avg_epoch_loss=6.63] INFO:root:Epoch[184] Elapsed time 2.397 seconds INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.633862 INFO:root:Epoch[185] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.16it/s, avg_epoch_loss=6.25] INFO:root:Epoch[185] Elapsed time 2.319 seconds INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.245160 INFO:root:Epoch[186] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.23it/s, avg_epoch_loss=6.35] INFO:root:Epoch[186] Elapsed time 2.315 seconds INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.349630 INFO:root:Epoch[187] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.55it/s, avg_epoch_loss=6.29] INFO:root:Epoch[187] Elapsed time 2.300 seconds INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.294404 INFO:root:Epoch[188] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.33it/s, avg_epoch_loss=5.52] INFO:root:Epoch[188] Elapsed time 2.259 seconds INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.515583 INFO:root:Epoch[189] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=6.17] INFO:root:Epoch[189] Elapsed time 2.308 seconds INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.166803 INFO:root:Epoch[190] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.20it/s, avg_epoch_loss=6.46] INFO:root:Epoch[190] Elapsed time 2.265 seconds INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.456519 INFO:root:Epoch[191] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.39it/s, avg_epoch_loss=6.8] INFO:root:Epoch[191] Elapsed time 2.206 seconds INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.804659 INFO:root:Epoch[192] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 41.71it/s, avg_epoch_loss=6.11] INFO:root:Epoch[192] Elapsed time 2.399 seconds INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.107056 INFO:root:Epoch[193] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 44.18it/s, avg_epoch_loss=6.49] INFO:root:Epoch[193] Elapsed time 2.266 seconds INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.492634 INFO:root:Epoch[194] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 41.49it/s, avg_epoch_loss=6.27] INFO:root:Epoch[194] Elapsed time 2.412 seconds INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.266689 INFO:root:Epoch[195] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.14it/s, avg_epoch_loss=5.62] INFO:root:Epoch[195] Elapsed time 2.218 seconds INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.622918 INFO:root:Epoch[196] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.24it/s, avg_epoch_loss=5.93] INFO:root:Epoch[196] Elapsed time 2.315 seconds INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.933618 INFO:root:Epoch[197] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.08it/s, avg_epoch_loss=6.33] INFO:root:Epoch[197] Elapsed time 2.324 seconds INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.329811 INFO:root:Epoch[198] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 45.73it/s, avg_epoch_loss=6.89] INFO:root:Epoch[198] Elapsed time 2.189 seconds INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.892816 INFO:root:Epoch[199] Learning rate is 5e-05 100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.21] INFO:root:Epoch[199] Elapsed time 2.298 seconds INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.207233 INFO:root:Loading parameters from best epoch (188) INFO:root:Final loss: 5.515583128929138 (occurred at epoch 188) INFO:root:End model training Running evaluation: 100%|██████████| 23000/23000 [05:17<00:00, 72.47it/s] INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_yearly. INFO:root:Start model training INFO:root:Epoch[0] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1179723
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] \ 0 3.270628 0.139875 49.593095 0.135323 0.082894 seed epochs num_batches 0 44 200 100 Seed: 45
100%|██████████| 100/100 [00:02<00:00, 42.65it/s, avg_epoch_loss=8.23] INFO:root:Epoch[0] Elapsed time 2.349 seconds INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.233063 INFO:root:Epoch[1] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.64it/s, avg_epoch_loss=6.9] INFO:root:Epoch[1] Elapsed time 2.242 seconds INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.902963 INFO:root:Epoch[2] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.08it/s, avg_epoch_loss=6.91] INFO:root:Epoch[2] Elapsed time 2.378 seconds INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.910196 INFO:root:Epoch[3] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.09it/s, avg_epoch_loss=7.24] INFO:root:Epoch[3] Elapsed time 2.324 seconds INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.236241 INFO:root:Epoch[4] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.34it/s, avg_epoch_loss=7.38] INFO:root:Epoch[4] Elapsed time 2.257 seconds INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.384155 INFO:root:Epoch[5] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.50it/s, avg_epoch_loss=6.85] INFO:root:Epoch[5] Elapsed time 2.302 seconds INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.847173 INFO:root:Epoch[6] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.21it/s, avg_epoch_loss=7.1] INFO:root:Epoch[6] Elapsed time 2.316 seconds INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.102286 INFO:root:Epoch[7] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 42.77it/s, avg_epoch_loss=6.86] INFO:root:Epoch[7] Elapsed time 2.342 seconds INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.855296 INFO:root:Epoch[8] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.64it/s, avg_epoch_loss=6.2] INFO:root:Epoch[8] Elapsed time 2.295 seconds INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.204747 INFO:root:Epoch[9] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.18it/s, avg_epoch_loss=6.26] INFO:root:Epoch[9] Elapsed time 2.318 seconds INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.255728 INFO:root:Epoch[10] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.05it/s, avg_epoch_loss=6.84] INFO:root:Epoch[10] Elapsed time 2.272 seconds INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.839156 INFO:root:Epoch[11] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.87it/s, avg_epoch_loss=7.07] INFO:root:Epoch[11] Elapsed time 2.232 seconds INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=7.074414 INFO:root:Epoch[12] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.80it/s, avg_epoch_loss=6.67] INFO:root:Epoch[12] Elapsed time 2.287 seconds INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.670115 INFO:root:Epoch[13] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 41.38it/s, avg_epoch_loss=6.81] INFO:root:Epoch[13] Elapsed time 2.420 seconds INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.810653 INFO:root:Epoch[14] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.64it/s, avg_epoch_loss=6.65] INFO:root:Epoch[14] Elapsed time 2.295 seconds INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.650828 INFO:root:Epoch[15] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.64it/s, avg_epoch_loss=6.2] INFO:root:Epoch[15] Elapsed time 2.295 seconds INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.204267 INFO:root:Epoch[16] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.06it/s, avg_epoch_loss=5.95] INFO:root:Epoch[16] Elapsed time 2.271 seconds INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.951035 INFO:root:Epoch[17] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.84it/s, avg_epoch_loss=6.68] INFO:root:Epoch[17] Elapsed time 2.283 seconds INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.682723 INFO:root:Epoch[18] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.37it/s, avg_epoch_loss=7.01] INFO:root:Epoch[18] Elapsed time 2.255 seconds INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.008844 INFO:root:Epoch[19] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.64it/s, avg_epoch_loss=6.67] INFO:root:Epoch[19] Elapsed time 2.243 seconds INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.671038 INFO:root:Epoch[20] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.78it/s, avg_epoch_loss=6.67] INFO:root:Epoch[20] Elapsed time 2.286 seconds INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.666407 INFO:root:Epoch[21] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.34it/s, avg_epoch_loss=6.6] INFO:root:Epoch[21] Elapsed time 2.257 seconds INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.600556 INFO:root:Epoch[22] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.27it/s, avg_epoch_loss=6.27] INFO:root:Epoch[22] Elapsed time 2.263 seconds INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.268798 INFO:root:Epoch[23] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.77it/s, avg_epoch_loss=5.74] INFO:root:Epoch[23] Elapsed time 2.236 seconds INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.744578 INFO:root:Epoch[24] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 43.47it/s, avg_epoch_loss=6.56] INFO:root:Epoch[24] Elapsed time 2.303 seconds INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.560292 INFO:root:Epoch[25] Learning rate is 0.001 100%|██████████| 100/100 [00:02<00:00, 44.16it/s, avg_epoch_loss=6.79] INFO:root:Epoch[25] Elapsed time 2.268 seconds INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.792644 INFO:root:Epoch[26] Learning rate is 0.001 0%| | 0/100 [00:00<?, ?it/s]
In [ ]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb
m4_quarterly¶
In [ ]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_quarterly", seed=i, epochs=100, batches=100)
pprint(df)
results = results.append(df)
results
In [ ]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_yearly", seed=i, epochs=100, batches=100)
pprint(df)
results = results.append(df)
results
In [ ]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb
m4_hourly¶
In [ ]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_hourly", seed=i, epochs=100, batches=100)
pprint(df)
results = results.append(df)
results
In [ ]:
results = pd.DataFrame()
for i in range(42, 52):
print("Seed:", i)
df = deepar(data="m4_hourly", seed=i, epochs=200, batches=100)
pprint(df)
results = results.append(df)
results
In [ ]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb
In [ ]: